In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fb4f5605908>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fb4f55fb908>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
ALPHA = 0.2
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
input_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, None, name='learning_rate')
return (input_real, input_z, learning_rate)
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
conv_1 = tf.layers.conv2d(images, filters=64, kernel_size=5, strides=2, padding='same')
conv_1 = tf.maximum(ALPHA * conv_1, conv_1)
conv_2 = tf.layers.conv2d(conv_1, filters=128, kernel_size=5, strides=2, padding='same')
conv_2 = tf.layers.batch_normalization(conv_2, training=True)
conv_2 = tf.maximum(conv_2 * ALPHA, conv_2)
conv_3 = tf.layers.conv2d(conv_2, filters=256, kernel_size=5, strides=2, padding='same')
conv_3 = tf.layers.batch_normalization(conv_3, training=True)
conv_3 = tf.maximum(conv_3 * ALPHA, conv_3)
flattened = tf.reshape(conv_3, (-1, 4*4*256))
logits = tf.layers.dense(flattened, 1)
output = tf.sigmoid(logits)
return output, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.1, stddev=0.02):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse=not is_train):
layer = tf.layers.dense(z, 4 * 4 * 512)
layer = tf.reshape(layer, (-1, 4, 4, 512))
layer = tf.layers.batch_normalization(layer, training=is_train)
layer = tf.maximum(ALPHA * layer, layer)
conv1 = tf.layers.conv2d_transpose(layer, 256, 4, 1, padding='valid')
conv1 = tf.layers.batch_normalization(conv1, training=is_train)
conv1 = tf.maximum(ALPHA * conv1, conv1)
conv2 = tf.layers.conv2d_transpose(conv1, 128, 4, 1, padding='same')
conv2 = tf.layers.batch_normalization(conv2, training=is_train)
conv2 = tf.maximum(ALPHA * conv2, conv2)
conv3 = tf.layers.conv2d_transpose(conv2, 64, 5, 2, padding='same')
conv3 = tf.layers.batch_normalization(conv3, training=is_train)
conv3 = tf.maximum(ALPHA * conv3, conv3)
conv4 = tf.layers.conv2d_transpose(conv3, 32, 5, 2, padding='same')
conv4 = tf.layers.batch_normalization(conv4, training=is_train)
conv4 = tf.maximum(ALPHA * conv4, conv4)
logits = tf.layers.conv2d_transpose(conv4, out_channel_dim, 3, 1, padding='same', kernel_initializer=tf.random_normal_initializer(stddev=stddev))
output = tf.tanh(logits)
return output
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
gen_model = generator(input_z, out_channel_dim)
dis_model_real, dis_logits_real = discriminator(input_real)
dis_model_fake, dis_logits_fake = discriminator(gen_model, reuse=True)
dis_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=dis_logits_real, labels=tf.ones_like(dis_logits_real) * 0.9))
dis_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=dis_logits_fake, labels=tf.zeros_like(dis_logits_fake)))
dis_loss = dis_loss_real + dis_loss_fake
gen_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=dis_logits_fake, labels=tf.ones_like(dis_logits_fake)))
return dis_loss, gen_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
train_vars = tf.trainable_variables()
d_vars = [var for var in train_vars if var.name.startswith('discriminator')]
g_vars = [var for var in train_vars if var.name.startswith('generator')]
update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
gen_updates = [op for op in update_ops if op.name.startswith('generator')]
with tf.control_dependencies(gen_updates):
d_train_ops = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_ops = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_ops, g_train_ops
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
random_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(generator(input_z, out_channel_dim, False), feed_dict={input_z: random_z})
img_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(img_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
_, image_width, image_height, image_channels = data_shape
input_real, input_z, in_learning_rate = model_inputs(image_width, image_height, image_channels, z_dim)
dis_loss, gen_loss = model_loss(input_real, input_z, image_channels)
dis_ops, gen_ops = model_opt(dis_loss, gen_loss, learning_rate, beta1)
_iters = 0
_show = 100
saver = tf.train.Saver()
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
_iters += 1
batch_images *= 2
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(dis_ops, feed_dict={input_real: batch_images, input_z: batch_z, in_learning_rate: learning_rate})
_ = sess.run(gen_ops, feed_dict={input_z: batch_z, in_learning_rate: learning_rate })
dis_loss_train = dis_loss.eval({input_z: batch_z, input_real: batch_images})
gen_loss_train = gen_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(dis_loss_train),
"Generator Loss: {:.4f}".format(gen_loss_train))
if _iters % _show == 0:
show_generator_output(sess, 25, input_z, image_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 100
learning_rate = 0.0005
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/3... Discriminator Loss: 14.3738... Generator Loss: 0.0000 Epoch 1/3... Discriminator Loss: 7.2188... Generator Loss: 0.0015 Epoch 1/3... Discriminator Loss: 5.9119... Generator Loss: 1.0950 Epoch 1/3... Discriminator Loss: 6.7873... Generator Loss: 0.0037 Epoch 1/3... Discriminator Loss: 0.6139... Generator Loss: 4.3721 Epoch 1/3... Discriminator Loss: 8.6224... Generator Loss: 0.0003 Epoch 1/3... Discriminator Loss: 2.7169... Generator Loss: 6.3961 Epoch 1/3... Discriminator Loss: 4.9433... Generator Loss: 0.0115 Epoch 1/3... Discriminator Loss: 1.7861... Generator Loss: 8.8800 Epoch 1/3... Discriminator Loss: 7.2891... Generator Loss: 0.0011 Epoch 1/3... Discriminator Loss: 2.3604... Generator Loss: 7.1766 Epoch 1/3... Discriminator Loss: 1.9138... Generator Loss: 0.2865 Epoch 1/3... Discriminator Loss: 1.2973... Generator Loss: 3.7803 Epoch 1/3... Discriminator Loss: 3.3351... Generator Loss: 0.0565 Epoch 1/3... Discriminator Loss: 2.0397... Generator Loss: 9.6262 Epoch 1/3... Discriminator Loss: 3.8438... Generator Loss: 0.0366 Epoch 1/3... Discriminator Loss: 2.6800... Generator Loss: 6.6411 Epoch 1/3... Discriminator Loss: 1.1990... Generator Loss: 0.7288 Epoch 1/3... Discriminator Loss: 0.9529... Generator Loss: 1.1116 Epoch 1/3... Discriminator Loss: 1.4523... Generator Loss: 0.6599 Epoch 1/3... Discriminator Loss: 1.5743... Generator Loss: 3.9921 Epoch 1/3... Discriminator Loss: 3.9975... Generator Loss: 0.0303 Epoch 1/3... Discriminator Loss: 2.9981... Generator Loss: 7.7885 Epoch 1/3... Discriminator Loss: 0.7520... Generator Loss: 2.0921 Epoch 1/3... Discriminator Loss: 2.1382... Generator Loss: 0.1915 Epoch 1/3... Discriminator Loss: 1.7181... Generator Loss: 8.7513 Epoch 1/3... Discriminator Loss: 1.0643... Generator Loss: 0.8764 Epoch 1/3... Discriminator Loss: 0.9591... Generator Loss: 1.1077 Epoch 1/3... Discriminator Loss: 0.6618... Generator Loss: 3.7436 Epoch 1/3... Discriminator Loss: 2.0776... Generator Loss: 0.2039 Epoch 1/3... Discriminator Loss: 1.9901... Generator Loss: 9.7656 Epoch 1/3... Discriminator Loss: 1.3618... Generator Loss: 0.5543 Epoch 1/3... Discriminator Loss: 0.8258... Generator Loss: 5.3871 Epoch 1/3... Discriminator Loss: 0.5764... Generator Loss: 1.7246 Epoch 1/3... Discriminator Loss: 1.5438... Generator Loss: 0.3804 Epoch 1/3... Discriminator Loss: 2.1850... Generator Loss: 7.3523 Epoch 1/3... Discriminator Loss: 2.5341... Generator Loss: 0.1372 Epoch 1/3... Discriminator Loss: 1.5848... Generator Loss: 8.0487 Epoch 1/3... Discriminator Loss: 0.4120... Generator Loss: 3.4420 Epoch 1/3... Discriminator Loss: 0.9713... Generator Loss: 0.8752 Epoch 1/3... Discriminator Loss: 0.5716... Generator Loss: 4.0507 Epoch 1/3... Discriminator Loss: 0.9170... Generator Loss: 0.9737 Epoch 1/3... Discriminator Loss: 0.9839... Generator Loss: 1.9263 Epoch 1/3... Discriminator Loss: 1.0023... Generator Loss: 0.8419 Epoch 1/3... Discriminator Loss: 0.7959... Generator Loss: 6.3629 Epoch 1/3... Discriminator Loss: 0.5439... Generator Loss: 1.8875 Epoch 1/3... Discriminator Loss: 0.7816... Generator Loss: 1.1499 Epoch 1/3... Discriminator Loss: 0.7632... Generator Loss: 3.6990 Epoch 1/3... Discriminator Loss: 1.3454... Generator Loss: 0.5037 Epoch 1/3... Discriminator Loss: 1.3832... Generator Loss: 7.3361 Epoch 1/3... Discriminator Loss: 0.6538... Generator Loss: 1.4572 Epoch 1/3... Discriminator Loss: 0.9377... Generator Loss: 0.9196 Epoch 1/3... Discriminator Loss: 1.1420... Generator Loss: 4.2310 Epoch 1/3... Discriminator Loss: 1.0682... Generator Loss: 0.7426 Epoch 1/3... Discriminator Loss: 0.9413... Generator Loss: 4.3676 Epoch 1/3... Discriminator Loss: 0.8660... Generator Loss: 1.0929 Epoch 1/3... Discriminator Loss: 0.5923... Generator Loss: 2.6475 Epoch 1/3... Discriminator Loss: 0.9291... Generator Loss: 1.0329 Epoch 1/3... Discriminator Loss: 0.7785... Generator Loss: 4.3592 Epoch 1/3... Discriminator Loss: 1.4439... Generator Loss: 0.4792 Epoch 1/3... Discriminator Loss: 1.3163... Generator Loss: 4.1841 Epoch 1/3... Discriminator Loss: 1.0171... Generator Loss: 0.8883 Epoch 1/3... Discriminator Loss: 0.6372... Generator Loss: 2.2708 Epoch 1/3... Discriminator Loss: 0.8487... Generator Loss: 1.3038 Epoch 1/3... Discriminator Loss: 0.9621... Generator Loss: 1.4357 Epoch 1/3... Discriminator Loss: 0.9533... Generator Loss: 1.5180 Epoch 1/3... Discriminator Loss: 1.2327... Generator Loss: 0.6895 Epoch 1/3... Discriminator Loss: 1.0342... Generator Loss: 2.7644 Epoch 1/3... Discriminator Loss: 1.3076... Generator Loss: 0.7115 Epoch 1/3... Discriminator Loss: 0.9850... Generator Loss: 2.7335 Epoch 1/3... Discriminator Loss: 1.4546... Generator Loss: 0.5250 Epoch 1/3... Discriminator Loss: 1.4086... Generator Loss: 3.4095 Epoch 1/3... Discriminator Loss: 1.7260... Generator Loss: 0.3506 Epoch 1/3... Discriminator Loss: 1.5935... Generator Loss: 3.2807 Epoch 1/3... Discriminator Loss: 1.4557... Generator Loss: 0.5777 Epoch 1/3... Discriminator Loss: 1.0107... Generator Loss: 2.3797 Epoch 1/3... Discriminator Loss: 1.1777... Generator Loss: 0.7254 Epoch 1/3... Discriminator Loss: 1.1642... Generator Loss: 2.1432 Epoch 1/3... Discriminator Loss: 1.7469... Generator Loss: 0.3361 Epoch 1/3... Discriminator Loss: 2.0034... Generator Loss: 4.9193 Epoch 1/3... Discriminator Loss: 1.5286... Generator Loss: 0.5339 Epoch 1/3... Discriminator Loss: 1.2523... Generator Loss: 2.2689 Epoch 1/3... Discriminator Loss: 1.6908... Generator Loss: 0.4194 Epoch 1/3... Discriminator Loss: 1.5094... Generator Loss: 2.6360 Epoch 1/3... Discriminator Loss: 2.2798... Generator Loss: 0.2077 Epoch 1/3... Discriminator Loss: 1.8576... Generator Loss: 3.8206 Epoch 1/3... Discriminator Loss: 1.3667... Generator Loss: 0.7025 Epoch 1/3... Discriminator Loss: 1.0330... Generator Loss: 1.4818 Epoch 1/3... Discriminator Loss: 1.1700... Generator Loss: 1.0017 Epoch 1/3... Discriminator Loss: 1.1745... Generator Loss: 1.1592 Epoch 1/3... Discriminator Loss: 1.1630... Generator Loss: 0.9063 Epoch 1/3... Discriminator Loss: 1.0681... Generator Loss: 1.4920 Epoch 1/3... Discriminator Loss: 1.6929... Generator Loss: 0.4009 Epoch 1/3... Discriminator Loss: 2.1263... Generator Loss: 3.3425 Epoch 1/3... Discriminator Loss: 2.2732... Generator Loss: 0.2101 Epoch 1/3... Discriminator Loss: 1.7207... Generator Loss: 2.7845 Epoch 1/3... Discriminator Loss: 1.4456... Generator Loss: 0.5202 Epoch 1/3... Discriminator Loss: 1.0299... Generator Loss: 2.1678 Epoch 1/3... Discriminator Loss: 0.9295... Generator Loss: 1.0388 Epoch 1/3... Discriminator Loss: 0.9052... Generator Loss: 1.5263
Epoch 1/3... Discriminator Loss: 0.9535... Generator Loss: 1.1868 Epoch 1/3... Discriminator Loss: 0.9884... Generator Loss: 1.2099 Epoch 1/3... Discriminator Loss: 0.9974... Generator Loss: 1.1589 Epoch 1/3... Discriminator Loss: 0.9047... Generator Loss: 1.3317 Epoch 1/3... Discriminator Loss: 1.0241... Generator Loss: 1.1075 Epoch 1/3... Discriminator Loss: 1.0891... Generator Loss: 1.1472 Epoch 1/3... Discriminator Loss: 1.1154... Generator Loss: 1.0943 Epoch 1/3... Discriminator Loss: 1.2463... Generator Loss: 0.9423 Epoch 1/3... Discriminator Loss: 1.1761... Generator Loss: 1.1212 Epoch 1/3... Discriminator Loss: 1.2495... Generator Loss: 0.7236 Epoch 1/3... Discriminator Loss: 1.2474... Generator Loss: 1.6911 Epoch 1/3... Discriminator Loss: 1.6906... Generator Loss: 0.3750 Epoch 1/3... Discriminator Loss: 2.0213... Generator Loss: 3.4009 Epoch 1/3... Discriminator Loss: 2.0970... Generator Loss: 0.2449 Epoch 1/3... Discriminator Loss: 1.5657... Generator Loss: 2.4549 Epoch 1/3... Discriminator Loss: 1.3679... Generator Loss: 0.5522 Epoch 1/3... Discriminator Loss: 1.2724... Generator Loss: 1.6541 Epoch 1/3... Discriminator Loss: 1.2694... Generator Loss: 0.6405 Epoch 1/3... Discriminator Loss: 1.2142... Generator Loss: 1.8332 Epoch 1/3... Discriminator Loss: 1.4558... Generator Loss: 0.4718 Epoch 1/3... Discriminator Loss: 1.3319... Generator Loss: 2.3063 Epoch 1/3... Discriminator Loss: 1.3286... Generator Loss: 0.5683 Epoch 1/3... Discriminator Loss: 1.2139... Generator Loss: 1.9253 Epoch 1/3... Discriminator Loss: 1.4442... Generator Loss: 0.5409 Epoch 1/3... Discriminator Loss: 1.4289... Generator Loss: 1.8419 Epoch 1/3... Discriminator Loss: 1.5404... Generator Loss: 0.4302 Epoch 1/3... Discriminator Loss: 1.3372... Generator Loss: 2.0656 Epoch 1/3... Discriminator Loss: 1.4375... Generator Loss: 0.4797 Epoch 1/3... Discriminator Loss: 1.3058... Generator Loss: 1.8340 Epoch 1/3... Discriminator Loss: 1.3808... Generator Loss: 0.5162 Epoch 1/3... Discriminator Loss: 1.3108... Generator Loss: 2.0841 Epoch 1/3... Discriminator Loss: 1.3077... Generator Loss: 0.5515 Epoch 1/3... Discriminator Loss: 1.2123... Generator Loss: 1.8831 Epoch 1/3... Discriminator Loss: 1.2691... Generator Loss: 0.6126 Epoch 1/3... Discriminator Loss: 1.1827... Generator Loss: 1.6550 Epoch 1/3... Discriminator Loss: 1.2755... Generator Loss: 0.6280 Epoch 1/3... Discriminator Loss: 1.2240... Generator Loss: 1.6673 Epoch 1/3... Discriminator Loss: 1.1670... Generator Loss: 0.6702 Epoch 1/3... Discriminator Loss: 1.1946... Generator Loss: 2.0201 Epoch 1/3... Discriminator Loss: 1.2701... Generator Loss: 0.5719 Epoch 1/3... Discriminator Loss: 1.1519... Generator Loss: 2.0407 Epoch 1/3... Discriminator Loss: 1.2384... Generator Loss: 0.6151 Epoch 1/3... Discriminator Loss: 1.3407... Generator Loss: 1.8330 Epoch 1/3... Discriminator Loss: 1.3229... Generator Loss: 0.5463 Epoch 1/3... Discriminator Loss: 1.3031... 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Epoch 1/3... Discriminator Loss: 1.2143... Generator Loss: 1.8324 Epoch 1/3... Discriminator Loss: 1.2374... Generator Loss: 0.6185 Epoch 1/3... Discriminator Loss: 1.2043... Generator Loss: 1.4288 Epoch 1/3... Discriminator Loss: 1.2607... Generator Loss: 0.6382 Epoch 1/3... Discriminator Loss: 1.1856... Generator Loss: 1.7285 Epoch 1/3... Discriminator Loss: 1.4199... Generator Loss: 0.4583 Epoch 1/3... Discriminator Loss: 1.3949... Generator Loss: 2.1908 Epoch 1/3... Discriminator Loss: 1.4401... Generator Loss: 0.4532 Epoch 1/3... Discriminator Loss: 1.1876... Generator Loss: 1.9311 Epoch 1/3... Discriminator Loss: 1.2305... Generator Loss: 0.6223 Epoch 1/3... Discriminator Loss: 1.0888... Generator Loss: 1.4189 Epoch 1/3... Discriminator Loss: 1.0863... Generator Loss: 0.8349 Epoch 1/3... Discriminator Loss: 1.0616... Generator Loss: 1.2073 Epoch 1/3... Discriminator Loss: 1.1333... Generator Loss: 0.7750 Epoch 1/3... Discriminator Loss: 1.1199... 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Epoch 1/3... Discriminator Loss: 1.1109... Generator Loss: 1.0769 Epoch 1/3... Discriminator Loss: 1.1228... Generator Loss: 0.8401 Epoch 1/3... Discriminator Loss: 1.1391... Generator Loss: 1.0582 Epoch 1/3... Discriminator Loss: 1.1414... Generator Loss: 0.7922 Epoch 1/3... Discriminator Loss: 1.1166... Generator Loss: 1.1281 Epoch 1/3... Discriminator Loss: 1.1601... Generator Loss: 0.7199 Epoch 1/3... Discriminator Loss: 1.1227... Generator Loss: 1.4720 Epoch 1/3... Discriminator Loss: 1.5469... Generator Loss: 0.3826 Epoch 1/3... Discriminator Loss: 1.9328... Generator Loss: 2.5268 Epoch 1/3... Discriminator Loss: 1.7832... Generator Loss: 0.2962 Epoch 1/3... Discriminator Loss: 2.9997... Generator Loss: 3.4614 Epoch 1/3... Discriminator Loss: 2.2104... Generator Loss: 0.1906 Epoch 1/3... Discriminator Loss: 1.4530... Generator Loss: 1.7228 Epoch 1/3... Discriminator Loss: 1.2936... Generator Loss: 0.7078 Epoch 1/3... Discriminator Loss: 1.2876... 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Epoch 1/3... Discriminator Loss: 1.2855... Generator Loss: 0.6164 Epoch 1/3... Discriminator Loss: 1.2558... Generator Loss: 1.0728 Epoch 1/3... Discriminator Loss: 1.1945... Generator Loss: 0.7220 Epoch 1/3... Discriminator Loss: 1.2001... Generator Loss: 1.3354 Epoch 1/3... Discriminator Loss: 1.4680... Generator Loss: 0.4416 Epoch 1/3... Discriminator Loss: 1.4437... Generator Loss: 1.5894 Epoch 1/3... Discriminator Loss: 1.2791... Generator Loss: 0.5811 Epoch 1/3... Discriminator Loss: 1.2373... Generator Loss: 1.3429 Epoch 1/3... Discriminator Loss: 1.5013... Generator Loss: 0.4256 Epoch 1/3... Discriminator Loss: 1.3556... Generator Loss: 1.5709 Epoch 1/3... Discriminator Loss: 1.3776... Generator Loss: 0.5165 Epoch 1/3... Discriminator Loss: 1.2704... Generator Loss: 1.3343 Epoch 1/3... Discriminator Loss: 1.3437... Generator Loss: 0.5811 Epoch 1/3... Discriminator Loss: 1.2281... Generator Loss: 1.2320 Epoch 1/3... Discriminator Loss: 1.2369... Generator Loss: 0.6611 Epoch 1/3... Discriminator Loss: 1.3320... Generator Loss: 1.4502 Epoch 1/3... Discriminator Loss: 1.5796... Generator Loss: 0.3712 Epoch 1/3... Discriminator Loss: 1.5759... Generator Loss: 1.8064 Epoch 1/3... Discriminator Loss: 1.3817... Generator Loss: 0.5251 Epoch 1/3... Discriminator Loss: 1.2757... Generator Loss: 1.2391 Epoch 1/3... Discriminator Loss: 1.2933... Generator Loss: 0.5910 Epoch 1/3... Discriminator Loss: 1.1535... Generator Loss: 1.2906 Epoch 1/3... Discriminator Loss: 1.2519... Generator Loss: 0.6854 Epoch 1/3... Discriminator Loss: 1.1862... Generator Loss: 0.9922 Epoch 1/3... Discriminator Loss: 1.2051... Generator Loss: 0.7967 Epoch 1/3... Discriminator Loss: 1.2201... Generator Loss: 0.9200 Epoch 1/3... Discriminator Loss: 1.2156... Generator Loss: 0.7065 Epoch 1/3... Discriminator Loss: 1.2307... Generator Loss: 1.2327 Epoch 1/3... Discriminator Loss: 1.3298... Generator Loss: 0.5540 Epoch 1/3... Discriminator Loss: 1.2690... Generator Loss: 1.4443 Epoch 1/3... Discriminator Loss: 1.3618... Generator Loss: 0.5254 Epoch 1/3... Discriminator Loss: 1.4024... Generator Loss: 1.2801 Epoch 1/3... Discriminator Loss: 1.3404... Generator Loss: 0.5588 Epoch 1/3... Discriminator Loss: 1.5877... Generator Loss: 1.7933 Epoch 1/3... Discriminator Loss: 2.1519... Generator Loss: 0.2069 Epoch 1/3... Discriminator Loss: 1.5900... Generator Loss: 1.9731 Epoch 1/3... Discriminator Loss: 1.3481... Generator Loss: 0.6436 Epoch 1/3... Discriminator Loss: 1.2141... Generator Loss: 1.0712 Epoch 1/3... Discriminator Loss: 1.2474... Generator Loss: 0.7016 Epoch 1/3... Discriminator Loss: 1.2077... Generator Loss: 1.0557 Epoch 1/3... Discriminator Loss: 1.2017... Generator Loss: 0.7114 Epoch 1/3... Discriminator Loss: 1.2120... Generator Loss: 1.0112 Epoch 1/3... Discriminator Loss: 1.2808... Generator Loss: 0.7535 Epoch 1/3... Discriminator Loss: 1.2045... Generator Loss: 0.9658 Epoch 1/3... Discriminator Loss: 1.1471... Generator Loss: 0.8680 Epoch 1/3... Discriminator Loss: 1.1289... Generator Loss: 1.0439 Epoch 1/3... Discriminator Loss: 1.1972... Generator Loss: 0.7144 Epoch 1/3... Discriminator Loss: 1.1660... Generator Loss: 1.1772 Epoch 1/3... Discriminator Loss: 1.1788... Generator Loss: 0.7143 Epoch 1/3... Discriminator Loss: 1.1979... Generator Loss: 1.0168 Epoch 1/3... Discriminator Loss: 1.1904... Generator Loss: 0.7097 Epoch 1/3... Discriminator Loss: 1.3069... Generator Loss: 1.2876 Epoch 1/3... Discriminator Loss: 1.5676... Generator Loss: 0.3832 Epoch 1/3... Discriminator Loss: 1.8980... Generator Loss: 1.7182 Epoch 1/3... Discriminator Loss: 1.2694... Generator Loss: 0.6173 Epoch 1/3... Discriminator Loss: 1.6243... Generator Loss: 1.6244 Epoch 1/3... Discriminator Loss: 2.4536... Generator Loss: 0.1485 Epoch 1/3... Discriminator Loss: 2.1052... Generator Loss: 2.3836 Epoch 1/3... Discriminator Loss: 1.5758... Generator Loss: 0.4283 Epoch 1/3... Discriminator Loss: 1.2564... Generator Loss: 1.2456 Epoch 1/3... Discriminator Loss: 1.2594... Generator Loss: 0.7856 Epoch 1/3... Discriminator Loss: 1.2725... Generator Loss: 0.8604 Epoch 1/3... Discriminator Loss: 1.2842... Generator Loss: 0.8096 Epoch 1/3... Discriminator Loss: 1.1661... Generator Loss: 1.0754 Epoch 1/3... Discriminator Loss: 1.1967... Generator Loss: 0.7627 Epoch 1/3... Discriminator Loss: 1.1691... Generator Loss: 0.9562 Epoch 1/3... Discriminator Loss: 1.1676... Generator Loss: 0.9141 Epoch 1/3... Discriminator Loss: 1.1914... Generator Loss: 0.8605 Epoch 2/3... Discriminator Loss: 1.1629... Generator Loss: 0.9175 Epoch 2/3... Discriminator Loss: 1.2169... Generator Loss: 0.8658 Epoch 2/3... Discriminator Loss: 1.1880... Generator Loss: 0.8431 Epoch 2/3... Discriminator Loss: 1.2143... Generator Loss: 0.8924 Epoch 2/3... Discriminator Loss: 1.2220... Generator Loss: 0.7605 Epoch 2/3... Discriminator Loss: 1.1261... Generator Loss: 1.1261 Epoch 2/3... Discriminator Loss: 1.2943... Generator Loss: 0.6323 Epoch 2/3... Discriminator Loss: 1.2482... Generator Loss: 1.1333 Epoch 2/3... Discriminator Loss: 1.3151... Generator Loss: 0.5873 Epoch 2/3... Discriminator Loss: 1.1952... Generator Loss: 1.2279 Epoch 2/3... Discriminator Loss: 1.2691... Generator Loss: 0.6555 Epoch 2/3... Discriminator Loss: 1.2148... Generator Loss: 1.0532 Epoch 2/3... Discriminator Loss: 1.2932... Generator Loss: 0.5969 Epoch 2/3... Discriminator Loss: 1.2542... Generator Loss: 1.3583 Epoch 2/3... Discriminator Loss: 1.2565... Generator Loss: 0.6329 Epoch 2/3... Discriminator Loss: 1.2055... Generator Loss: 1.2817 Epoch 2/3... Discriminator Loss: 1.4583... Generator Loss: 0.4579 Epoch 2/3... Discriminator Loss: 1.5079... Generator Loss: 1.5524 Epoch 2/3... Discriminator Loss: 1.3476... Generator Loss: 0.5349 Epoch 2/3... Discriminator Loss: 1.6716... Generator Loss: 1.8877 Epoch 2/3... Discriminator Loss: 2.2287... Generator Loss: 0.1803 Epoch 2/3... Discriminator Loss: 1.5831... Generator Loss: 1.9458 Epoch 2/3... Discriminator Loss: 1.2527... Generator Loss: 0.6594 Epoch 2/3... Discriminator Loss: 1.2548... Generator Loss: 0.8167 Epoch 2/3... Discriminator Loss: 1.2306... Generator Loss: 0.8241 Epoch 2/3... Discriminator Loss: 1.2183... Generator Loss: 0.8953 Epoch 2/3... Discriminator Loss: 1.1872... Generator Loss: 0.9287 Epoch 2/3... Discriminator Loss: 1.2390... Generator Loss: 0.7281 Epoch 2/3... Discriminator Loss: 1.2165... Generator Loss: 1.0184 Epoch 2/3... Discriminator Loss: 1.2425... Generator Loss: 0.7454 Epoch 2/3... Discriminator Loss: 1.2006... Generator Loss: 0.9168 Epoch 2/3... Discriminator Loss: 1.1827... Generator Loss: 0.8799
Epoch 2/3... Discriminator Loss: 1.2027... Generator Loss: 0.7707 Epoch 2/3... Discriminator Loss: 1.1598... Generator Loss: 1.0007 Epoch 2/3... Discriminator Loss: 1.2479... Generator Loss: 0.7228 Epoch 2/3... Discriminator Loss: 1.1559... Generator Loss: 1.0617 Epoch 2/3... Discriminator Loss: 1.1824... Generator Loss: 0.7582 Epoch 2/3... Discriminator Loss: 1.1758... Generator Loss: 1.0033 Epoch 2/3... Discriminator Loss: 1.1959... Generator Loss: 0.7708 Epoch 2/3... Discriminator Loss: 1.1837... Generator Loss: 1.0049 Epoch 2/3... Discriminator Loss: 1.2299... Generator Loss: 0.6586 Epoch 2/3... Discriminator Loss: 1.1391... Generator Loss: 1.2751 Epoch 2/3... Discriminator Loss: 1.3058... Generator Loss: 0.5729 Epoch 2/3... Discriminator Loss: 1.4106... Generator Loss: 1.6153 Epoch 2/3... Discriminator Loss: 1.6671... Generator Loss: 0.3552 Epoch 2/3... Discriminator Loss: 2.5778... Generator Loss: 2.2704 Epoch 2/3... Discriminator Loss: 1.7346... Generator Loss: 0.3134 Epoch 2/3... Discriminator Loss: 2.5297... Generator Loss: 3.2152 Epoch 2/3... Discriminator Loss: 1.8885... Generator Loss: 0.2811 Epoch 2/3... Discriminator Loss: 1.3968... Generator Loss: 1.5247 Epoch 2/3... Discriminator Loss: 1.4411... Generator Loss: 0.5332 Epoch 2/3... Discriminator Loss: 1.3316... Generator Loss: 1.0336 Epoch 2/3... Discriminator Loss: 1.2862... Generator Loss: 0.7508 Epoch 2/3... Discriminator Loss: 1.2394... Generator Loss: 0.8658 Epoch 2/3... Discriminator Loss: 1.2408... Generator Loss: 0.8649 Epoch 2/3... Discriminator Loss: 1.1804... Generator Loss: 0.8424 Epoch 2/3... Discriminator Loss: 1.2481... Generator Loss: 0.8074 Epoch 2/3... Discriminator Loss: 1.2291... Generator Loss: 0.9207 Epoch 2/3... Discriminator Loss: 1.2134... Generator Loss: 0.8570 Epoch 2/3... Discriminator Loss: 1.2203... Generator Loss: 0.8462 Epoch 2/3... Discriminator Loss: 1.1690... Generator Loss: 0.8881 Epoch 2/3... Discriminator Loss: 1.2177... Generator Loss: 0.8505 Epoch 2/3... Discriminator Loss: 1.2085... Generator Loss: 0.8054 Epoch 2/3... Discriminator Loss: 1.1411... Generator Loss: 0.9938 Epoch 2/3... Discriminator Loss: 1.2076... Generator Loss: 0.7622 Epoch 2/3... Discriminator Loss: 1.2250... Generator Loss: 1.1948 Epoch 2/3... Discriminator Loss: 1.3272... Generator Loss: 0.5473 Epoch 2/3... Discriminator Loss: 1.2701... Generator Loss: 1.3779 Epoch 2/3... Discriminator Loss: 1.4380... Generator Loss: 0.4715 Epoch 2/3... Discriminator Loss: 1.3820... Generator Loss: 1.2636 Epoch 2/3... Discriminator Loss: 1.3125... Generator Loss: 0.5604 Epoch 2/3... Discriminator Loss: 1.2697... Generator Loss: 1.4278 Epoch 2/3... Discriminator Loss: 1.4091... Generator Loss: 0.4789 Epoch 2/3... Discriminator Loss: 1.3270... Generator Loss: 1.4211 Epoch 2/3... Discriminator Loss: 1.2653... Generator Loss: 0.6650 Epoch 2/3... Discriminator Loss: 1.1875... Generator Loss: 0.9089 Epoch 2/3... Discriminator Loss: 1.1939... Generator Loss: 0.9461 Epoch 2/3... Discriminator Loss: 1.1993... Generator Loss: 0.7769 Epoch 2/3... Discriminator Loss: 1.1728... Generator Loss: 1.0182 Epoch 2/3... Discriminator Loss: 1.2586... Generator Loss: 0.6735 Epoch 2/3... Discriminator Loss: 1.2016... Generator Loss: 1.0362 Epoch 2/3... Discriminator Loss: 1.3022... Generator Loss: 0.6101 Epoch 2/3... Discriminator Loss: 1.1986... Generator Loss: 1.1759 Epoch 2/3... Discriminator Loss: 1.2065... Generator Loss: 0.7039 Epoch 2/3... Discriminator Loss: 1.1959... Generator Loss: 1.1589 Epoch 2/3... Discriminator Loss: 1.2698... Generator Loss: 0.5896 Epoch 2/3... Discriminator Loss: 1.3317... Generator Loss: 1.4117 Epoch 2/3... Discriminator Loss: 1.2814... Generator Loss: 0.5768 Epoch 2/3... Discriminator Loss: 1.4141... Generator Loss: 1.7897 Epoch 2/3... Discriminator Loss: 2.0439... Generator Loss: 0.2146 Epoch 2/3... Discriminator Loss: 1.7172... Generator Loss: 2.0136 Epoch 2/3... Discriminator Loss: 1.3248... Generator Loss: 0.6077 Epoch 2/3... Discriminator Loss: 1.1884... Generator Loss: 0.9554 Epoch 2/3... Discriminator Loss: 1.1932... Generator Loss: 0.8170 Epoch 2/3... Discriminator Loss: 1.2066... Generator Loss: 0.8355 Epoch 2/3... Discriminator Loss: 1.1686... Generator Loss: 0.9465 Epoch 2/3... Discriminator Loss: 1.1008... Generator Loss: 0.8930 Epoch 2/3... Discriminator Loss: 1.2031... Generator Loss: 0.8340 Epoch 2/3... Discriminator Loss: 1.1880... Generator Loss: 0.8274 Epoch 2/3... Discriminator Loss: 1.1711... Generator Loss: 0.8543 Epoch 2/3... Discriminator Loss: 1.1051... Generator Loss: 0.9698 Epoch 2/3... Discriminator Loss: 1.1966... Generator Loss: 0.7779 Epoch 2/3... Discriminator Loss: 1.1308... Generator Loss: 1.1013 Epoch 2/3... Discriminator Loss: 1.2523... Generator Loss: 0.6800 Epoch 2/3... Discriminator Loss: 1.1797... Generator Loss: 0.9426 Epoch 2/3... Discriminator Loss: 1.1440... Generator Loss: 0.9223 Epoch 2/3... Discriminator Loss: 1.1292... Generator Loss: 0.8011 Epoch 2/3... Discriminator Loss: 1.0960... Generator Loss: 1.0665 Epoch 2/3... Discriminator Loss: 1.1950... Generator Loss: 0.7279 Epoch 2/3... Discriminator Loss: 1.1331... Generator Loss: 1.1506 Epoch 2/3... Discriminator Loss: 1.2433... Generator Loss: 0.6278 Epoch 2/3... Discriminator Loss: 1.1811... Generator Loss: 1.5063 Epoch 2/3... Discriminator Loss: 1.6234... Generator Loss: 0.3613 Epoch 2/3... Discriminator Loss: 2.4681... Generator Loss: 2.3839 Epoch 2/3... Discriminator Loss: 1.7344... Generator Loss: 0.3173 Epoch 2/3... Discriminator Loss: 2.9020... Generator Loss: 3.5297 Epoch 2/3... Discriminator Loss: 1.9761... Generator Loss: 0.2482 Epoch 2/3... Discriminator Loss: 1.5214... Generator Loss: 1.4146 Epoch 2/3... Discriminator Loss: 1.4452... Generator Loss: 0.5265 Epoch 2/3... Discriminator Loss: 1.3491... Generator Loss: 1.0429 Epoch 2/3... Discriminator Loss: 1.3207... Generator Loss: 0.6094 Epoch 2/3... Discriminator Loss: 1.2388... Generator Loss: 1.1119 Epoch 2/3... Discriminator Loss: 1.2988... Generator Loss: 0.6487 Epoch 2/3... Discriminator Loss: 1.2241... Generator Loss: 0.9707 Epoch 2/3... Discriminator Loss: 1.2447... Generator Loss: 0.7638 Epoch 2/3... Discriminator Loss: 1.2079... Generator Loss: 0.9168 Epoch 2/3... Discriminator Loss: 1.1878... Generator Loss: 0.8810 Epoch 2/3... Discriminator Loss: 1.1608... Generator Loss: 0.9063 Epoch 2/3... Discriminator Loss: 1.2525... Generator Loss: 0.8424 Epoch 2/3... Discriminator Loss: 1.2331... Generator Loss: 0.8525 Epoch 2/3... Discriminator Loss: 1.2034... Generator Loss: 0.8263 Epoch 2/3... Discriminator Loss: 1.1669... Generator Loss: 1.0094
Epoch 2/3... Discriminator Loss: 1.2453... Generator Loss: 0.6734 Epoch 2/3... Discriminator Loss: 1.1451... Generator Loss: 1.2136 Epoch 2/3... Discriminator Loss: 1.2933... Generator Loss: 0.6140 Epoch 2/3... Discriminator Loss: 1.0974... Generator Loss: 1.1430 Epoch 2/3... Discriminator Loss: 1.2748... Generator Loss: 0.6399 Epoch 2/3... Discriminator Loss: 1.2148... Generator Loss: 1.1885 Epoch 2/3... Discriminator Loss: 1.3344... Generator Loss: 0.5504 Epoch 2/3... Discriminator Loss: 1.2800... Generator Loss: 1.3944 Epoch 2/3... Discriminator Loss: 1.2942... Generator Loss: 0.6493 Epoch 2/3... Discriminator Loss: 1.2598... Generator Loss: 1.3654 Epoch 2/3... Discriminator Loss: 1.7735... Generator Loss: 0.3021 Epoch 2/3... Discriminator Loss: 1.7628... Generator Loss: 2.0749 Epoch 2/3... Discriminator Loss: 1.5055... Generator Loss: 0.4370 Epoch 2/3... Discriminator Loss: 1.7347... Generator Loss: 1.4010 Epoch 2/3... Discriminator Loss: 1.5327... Generator Loss: 0.4064 Epoch 2/3... Discriminator Loss: 1.5663... Generator Loss: 2.1036 Epoch 2/3... Discriminator Loss: 1.5980... Generator Loss: 0.3849 Epoch 2/3... Discriminator Loss: 1.3756... Generator Loss: 1.3778 Epoch 2/3... Discriminator Loss: 1.3253... Generator Loss: 0.6051 Epoch 2/3... Discriminator Loss: 1.2244... Generator Loss: 0.9793 Epoch 2/3... Discriminator Loss: 1.2149... Generator Loss: 0.7859 Epoch 2/3... Discriminator Loss: 1.2418... Generator Loss: 0.7564 Epoch 2/3... Discriminator Loss: 1.1471... Generator Loss: 0.9881 Epoch 2/3... Discriminator Loss: 1.1861... Generator Loss: 0.8059 Epoch 2/3... Discriminator Loss: 1.1314... Generator Loss: 0.9917 Epoch 2/3... Discriminator Loss: 1.1788... Generator Loss: 0.7712 Epoch 2/3... Discriminator Loss: 1.1085... Generator Loss: 1.0163 Epoch 2/3... Discriminator Loss: 1.1498... Generator Loss: 0.8547 Epoch 2/3... Discriminator Loss: 1.2105... Generator Loss: 0.7431 Epoch 2/3... Discriminator Loss: 1.2030... Generator Loss: 1.0599 Epoch 2/3... Discriminator Loss: 1.2154... Generator Loss: 0.6848 Epoch 2/3... Discriminator Loss: 1.1812... Generator Loss: 1.0646 Epoch 2/3... Discriminator Loss: 1.2494... Generator Loss: 0.6782 Epoch 2/3... Discriminator Loss: 1.2202... Generator Loss: 1.1582 Epoch 2/3... Discriminator Loss: 1.5122... Generator Loss: 0.4311 Epoch 2/3... Discriminator Loss: 1.4770... Generator Loss: 1.5520 Epoch 2/3... Discriminator Loss: 1.1781... Generator Loss: 0.7156 Epoch 2/3... Discriminator Loss: 1.2238... Generator Loss: 1.1878 Epoch 2/3... Discriminator Loss: 1.6378... Generator Loss: 0.3479 Epoch 2/3... Discriminator Loss: 2.1012... Generator Loss: 2.6504 Epoch 2/3... Discriminator Loss: 1.8198... Generator Loss: 0.3011 Epoch 2/3... Discriminator Loss: 1.4229... Generator Loss: 1.5314 Epoch 2/3... Discriminator Loss: 1.2998... Generator Loss: 0.6525 Epoch 2/3... Discriminator Loss: 1.2585... Generator Loss: 0.8706 Epoch 2/3... Discriminator Loss: 1.1200... Generator Loss: 1.0426 Epoch 2/3... Discriminator Loss: 1.1389... Generator Loss: 0.8629 Epoch 2/3... Discriminator Loss: 1.1380... Generator Loss: 0.9182 Epoch 2/3... Discriminator Loss: 1.1986... Generator Loss: 0.8198 Epoch 2/3... Discriminator Loss: 1.1167... Generator Loss: 1.0294 Epoch 2/3... Discriminator Loss: 1.1799... Generator Loss: 0.7807 Epoch 2/3... Discriminator Loss: 1.2175... Generator Loss: 0.8235 Epoch 2/3... Discriminator Loss: 1.1599... Generator Loss: 0.9376 Epoch 2/3... Discriminator Loss: 1.2620... Generator Loss: 0.6659 Epoch 2/3... Discriminator Loss: 1.1229... Generator Loss: 1.1495 Epoch 2/3... Discriminator Loss: 1.1796... Generator Loss: 0.7126 Epoch 2/3... Discriminator Loss: 1.1838... Generator Loss: 1.2063 Epoch 2/3... Discriminator Loss: 1.4016... Generator Loss: 0.4914 Epoch 2/3... Discriminator Loss: 1.4460... Generator Loss: 1.5033 Epoch 2/3... Discriminator Loss: 1.3737... Generator Loss: 0.5304 Epoch 2/3... Discriminator Loss: 1.6214... Generator Loss: 1.6319 Epoch 2/3... Discriminator Loss: 1.9283... Generator Loss: 0.2564 Epoch 2/3... Discriminator Loss: 1.7255... Generator Loss: 2.1308 Epoch 2/3... Discriminator Loss: 1.4846... Generator Loss: 0.4411 Epoch 2/3... Discriminator Loss: 1.2127... Generator Loss: 1.1447 Epoch 2/3... Discriminator Loss: 1.2969... Generator Loss: 0.7132 Epoch 2/3... Discriminator Loss: 1.1711... Generator Loss: 0.9186 Epoch 2/3... Discriminator Loss: 1.2365... Generator Loss: 0.7643 Epoch 2/3... Discriminator Loss: 1.1782... Generator Loss: 0.9258 Epoch 2/3... Discriminator Loss: 1.1906... Generator Loss: 0.8650 Epoch 2/3... Discriminator Loss: 1.2736... Generator Loss: 0.6339 Epoch 2/3... Discriminator Loss: 1.2695... Generator Loss: 1.1641 Epoch 2/3... Discriminator Loss: 1.3254... Generator Loss: 0.5660 Epoch 2/3... Discriminator Loss: 1.1886... Generator Loss: 1.3056 Epoch 2/3... Discriminator Loss: 1.2724... Generator Loss: 0.6020 Epoch 2/3... Discriminator Loss: 1.2202... Generator Loss: 1.2715 Epoch 2/3... Discriminator Loss: 1.3371... Generator Loss: 0.5474 Epoch 2/3... Discriminator Loss: 1.3463... Generator Loss: 1.3373 Epoch 2/3... Discriminator Loss: 1.2956... Generator Loss: 0.5998 Epoch 2/3... Discriminator Loss: 1.3089... Generator Loss: 1.2883 Epoch 2/3... Discriminator Loss: 1.2859... Generator Loss: 0.5700 Epoch 2/3... Discriminator Loss: 1.3069... Generator Loss: 1.3905 Epoch 2/3... Discriminator Loss: 1.2981... Generator Loss: 0.5694 Epoch 2/3... Discriminator Loss: 1.6338... Generator Loss: 1.7989 Epoch 2/3... Discriminator Loss: 1.9201... Generator Loss: 0.2462 Epoch 2/3... Discriminator Loss: 1.5981... Generator Loss: 2.0527 Epoch 2/3... Discriminator Loss: 1.4275... Generator Loss: 0.4730 Epoch 2/3... Discriminator Loss: 1.1727... Generator Loss: 1.1569 Epoch 2/3... Discriminator Loss: 1.1339... Generator Loss: 0.8677 Epoch 2/3... Discriminator Loss: 1.1119... Generator Loss: 1.0077 Epoch 2/3... Discriminator Loss: 1.2090... Generator Loss: 0.7211 Epoch 2/3... Discriminator Loss: 1.1502... Generator Loss: 1.1519 Epoch 2/3... Discriminator Loss: 1.2633... Generator Loss: 0.6502 Epoch 2/3... Discriminator Loss: 1.1854... Generator Loss: 1.2324 Epoch 2/3... Discriminator Loss: 1.2044... Generator Loss: 0.6824 Epoch 2/3... Discriminator Loss: 1.2153... Generator Loss: 1.0314 Epoch 2/3... Discriminator Loss: 1.2240... Generator Loss: 0.7214 Epoch 2/3... Discriminator Loss: 1.1623... Generator Loss: 0.9587 Epoch 2/3... Discriminator Loss: 1.2536... Generator Loss: 0.6640 Epoch 2/3... Discriminator Loss: 1.1765... Generator Loss: 1.4076 Epoch 2/3... Discriminator Loss: 1.3607... Generator Loss: 0.5129
Epoch 2/3... Discriminator Loss: 1.4307... Generator Loss: 1.4755 Epoch 2/3... Discriminator Loss: 1.1173... Generator Loss: 0.8753 Epoch 2/3... Discriminator Loss: 1.2098... Generator Loss: 0.7797 Epoch 2/3... Discriminator Loss: 1.1487... Generator Loss: 1.1447 Epoch 2/3... Discriminator Loss: 1.5072... Generator Loss: 0.4243 Epoch 2/3... Discriminator Loss: 1.8910... Generator Loss: 1.9707 Epoch 2/3... Discriminator Loss: 1.9399... Generator Loss: 0.2419 Epoch 2/3... Discriminator Loss: 2.2348... Generator Loss: 2.1246 Epoch 2/3... Discriminator Loss: 1.3981... Generator Loss: 0.5422 Epoch 2/3... Discriminator Loss: 1.2607... Generator Loss: 1.3080 Epoch 2/3... Discriminator Loss: 1.3567... Generator Loss: 0.5535 Epoch 2/3... Discriminator Loss: 1.3061... Generator Loss: 1.4016 Epoch 2/3... Discriminator Loss: 1.4923... Generator Loss: 0.4411 Epoch 2/3... Discriminator Loss: 1.4224... Generator Loss: 1.5629 Epoch 2/3... Discriminator Loss: 1.4712... Generator Loss: 0.4528 Epoch 2/3... Discriminator Loss: 1.2230... Generator Loss: 1.2600 Epoch 2/3... Discriminator Loss: 1.3173... Generator Loss: 0.6596 Epoch 2/3... Discriminator Loss: 1.2249... Generator Loss: 0.8635 Epoch 2/3... Discriminator Loss: 1.1584... Generator Loss: 0.9049 Epoch 2/3... Discriminator Loss: 1.1815... Generator Loss: 0.8594 Epoch 2/3... Discriminator Loss: 1.1386... Generator Loss: 0.9195 Epoch 2/3... Discriminator Loss: 1.1583... Generator Loss: 0.8596 Epoch 2/3... Discriminator Loss: 1.1931... Generator Loss: 0.8393 Epoch 2/3... Discriminator Loss: 1.1580... Generator Loss: 0.8706 Epoch 2/3... Discriminator Loss: 1.1475... Generator Loss: 0.9123 Epoch 2/3... Discriminator Loss: 1.2068... Generator Loss: 0.8164 Epoch 2/3... Discriminator Loss: 1.2037... Generator Loss: 0.8374 Epoch 2/3... Discriminator Loss: 1.2015... Generator Loss: 0.8023 Epoch 2/3... Discriminator Loss: 1.1698... Generator Loss: 0.8481 Epoch 2/3... Discriminator Loss: 1.1657... Generator Loss: 0.9205 Epoch 2/3... Discriminator Loss: 1.1825... Generator Loss: 0.7296 Epoch 2/3... Discriminator Loss: 1.1191... Generator Loss: 1.0815 Epoch 2/3... Discriminator Loss: 1.1877... Generator Loss: 0.7284 Epoch 2/3... Discriminator Loss: 1.1356... Generator Loss: 1.1599 Epoch 2/3... Discriminator Loss: 1.2290... Generator Loss: 0.6804 Epoch 2/3... Discriminator Loss: 1.2113... Generator Loss: 1.0247 Epoch 2/3... Discriminator Loss: 1.3501... Generator Loss: 0.5421 Epoch 2/3... Discriminator Loss: 1.3489... Generator Loss: 1.6784 Epoch 2/3... Discriminator Loss: 1.2430... Generator Loss: 0.6538 Epoch 2/3... Discriminator Loss: 1.2825... Generator Loss: 1.3287 Epoch 2/3... Discriminator Loss: 1.8213... Generator Loss: 0.2874 Epoch 2/3... Discriminator Loss: 2.2865... Generator Loss: 2.6863 Epoch 2/3... Discriminator Loss: 1.6846... Generator Loss: 0.3756 Epoch 2/3... Discriminator Loss: 1.2534... Generator Loss: 1.3431 Epoch 2/3... Discriminator Loss: 1.3022... Generator Loss: 0.6201 Epoch 2/3... Discriminator Loss: 1.2145... Generator Loss: 0.9031 Epoch 2/3... Discriminator Loss: 1.1426... Generator Loss: 1.0058 Epoch 2/3... Discriminator Loss: 1.3362... Generator Loss: 0.5888 Epoch 2/3... Discriminator Loss: 1.2235... Generator Loss: 1.1440 Epoch 2/3... Discriminator Loss: 1.2614... Generator Loss: 0.6504 Epoch 2/3... Discriminator Loss: 1.1924... Generator Loss: 1.1376 Epoch 2/3... Discriminator Loss: 1.3126... Generator Loss: 0.5767 Epoch 2/3... Discriminator Loss: 1.2246... Generator Loss: 1.2274 Epoch 2/3... Discriminator Loss: 1.1379... Generator Loss: 0.7675 Epoch 2/3... Discriminator Loss: 1.2207... Generator Loss: 1.0678 Epoch 2/3... Discriminator Loss: 1.3583... Generator Loss: 0.5143 Epoch 2/3... Discriminator Loss: 1.2363... Generator Loss: 1.8315 Epoch 2/3... Discriminator Loss: 1.4018... Generator Loss: 0.5097 Epoch 2/3... Discriminator Loss: 1.3241... Generator Loss: 1.2374 Epoch 2/3... Discriminator Loss: 1.1877... Generator Loss: 0.7536 Epoch 2/3... Discriminator Loss: 1.1765... Generator Loss: 1.1852 Epoch 2/3... Discriminator Loss: 1.5195... Generator Loss: 0.4088 Epoch 2/3... Discriminator Loss: 1.5093... Generator Loss: 1.8430 Epoch 2/3... Discriminator Loss: 1.4322... Generator Loss: 0.4863 Epoch 2/3... Discriminator Loss: 1.7323... Generator Loss: 1.4506 Epoch 2/3... Discriminator Loss: 1.5277... Generator Loss: 0.4152 Epoch 2/3... Discriminator Loss: 1.7646... Generator Loss: 2.4619 Epoch 2/3... Discriminator Loss: 1.5926... Generator Loss: 0.3935 Epoch 2/3... Discriminator Loss: 1.3156... Generator Loss: 1.3948 Epoch 2/3... Discriminator Loss: 1.3437... Generator Loss: 0.6118 Epoch 2/3... Discriminator Loss: 1.2516... Generator Loss: 0.9859 Epoch 2/3... Discriminator Loss: 1.2197... Generator Loss: 0.7852 Epoch 2/3... Discriminator Loss: 1.2104... Generator Loss: 0.9563 Epoch 2/3... Discriminator Loss: 1.2406... Generator Loss: 0.7592 Epoch 2/3... Discriminator Loss: 1.1277... Generator Loss: 0.9552 Epoch 2/3... Discriminator Loss: 1.1681... Generator Loss: 0.8002 Epoch 2/3... Discriminator Loss: 1.2423... Generator Loss: 0.8407 Epoch 2/3... Discriminator Loss: 1.1732... Generator Loss: 0.8710 Epoch 2/3... Discriminator Loss: 1.1589... Generator Loss: 0.9531 Epoch 2/3... Discriminator Loss: 1.2122... Generator Loss: 0.7076 Epoch 2/3... Discriminator Loss: 1.2406... Generator Loss: 1.0836 Epoch 2/3... Discriminator Loss: 1.2949... Generator Loss: 0.5939 Epoch 2/3... Discriminator Loss: 1.2319... Generator Loss: 1.3342 Epoch 2/3... Discriminator Loss: 1.3332... Generator Loss: 0.5431 Epoch 2/3... Discriminator Loss: 1.2479... Generator Loss: 1.2265 Epoch 2/3... Discriminator Loss: 1.1784... Generator Loss: 0.7012 Epoch 2/3... Discriminator Loss: 1.1365... Generator Loss: 1.2068 Epoch 2/3... Discriminator Loss: 1.2754... Generator Loss: 0.5702 Epoch 2/3... Discriminator Loss: 1.2665... Generator Loss: 1.4624 Epoch 2/3... Discriminator Loss: 1.3631... Generator Loss: 0.5131 Epoch 2/3... Discriminator Loss: 1.4115... Generator Loss: 1.7533 Epoch 2/3... Discriminator Loss: 1.5908... Generator Loss: 0.3832 Epoch 2/3... Discriminator Loss: 1.3516... Generator Loss: 1.4901 Epoch 2/3... Discriminator Loss: 1.2136... Generator Loss: 0.7429 Epoch 2/3... Discriminator Loss: 1.2532... Generator Loss: 1.0731 Epoch 2/3... Discriminator Loss: 1.3645... Generator Loss: 0.5507 Epoch 2/3... Discriminator Loss: 1.3851... Generator Loss: 1.4181 Epoch 2/3... Discriminator Loss: 1.5403... Generator Loss: 0.4049 Epoch 2/3... Discriminator Loss: 1.3005... Generator Loss: 1.5771 Epoch 2/3... Discriminator Loss: 1.2579... Generator Loss: 0.5965
Epoch 2/3... Discriminator Loss: 1.1560... Generator Loss: 1.2968 Epoch 2/3... Discriminator Loss: 1.2817... Generator Loss: 0.6238 Epoch 2/3... Discriminator Loss: 1.1878... Generator Loss: 1.1796 Epoch 2/3... Discriminator Loss: 1.3477... Generator Loss: 0.5592 Epoch 2/3... Discriminator Loss: 1.2315... Generator Loss: 1.1943 Epoch 2/3... Discriminator Loss: 1.1642... Generator Loss: 0.8075 Epoch 2/3... Discriminator Loss: 1.2143... Generator Loss: 0.8408 Epoch 2/3... Discriminator Loss: 1.1680... Generator Loss: 0.7557 Epoch 2/3... Discriminator Loss: 1.1532... Generator Loss: 1.2021 Epoch 2/3... Discriminator Loss: 1.2221... Generator Loss: 0.6665 Epoch 2/3... Discriminator Loss: 1.2358... Generator Loss: 1.3075 Epoch 2/3... Discriminator Loss: 1.4745... Generator Loss: 0.4443 Epoch 2/3... Discriminator Loss: 1.5801... Generator Loss: 1.6254 Epoch 2/3... Discriminator Loss: 1.2180... Generator Loss: 0.7475 Epoch 2/3... Discriminator Loss: 1.2134... Generator Loss: 0.9769 Epoch 2/3... Discriminator Loss: 1.2491... Generator Loss: 0.6603 Epoch 2/3... Discriminator Loss: 1.2676... Generator Loss: 1.1390 Epoch 2/3... Discriminator Loss: 1.4866... Generator Loss: 0.4759 Epoch 2/3... Discriminator Loss: 1.6049... Generator Loss: 1.6895 Epoch 2/3... Discriminator Loss: 1.7847... Generator Loss: 0.2952 Epoch 2/3... Discriminator Loss: 1.5600... Generator Loss: 1.8367 Epoch 2/3... Discriminator Loss: 1.4357... Generator Loss: 0.4916 Epoch 2/3... Discriminator Loss: 1.2216... Generator Loss: 1.1206 Epoch 2/3... Discriminator Loss: 1.2949... Generator Loss: 0.6810 Epoch 2/3... Discriminator Loss: 1.2003... Generator Loss: 0.9490 Epoch 2/3... Discriminator Loss: 1.2025... Generator Loss: 0.7584 Epoch 2/3... Discriminator Loss: 1.1731... Generator Loss: 0.9245 Epoch 2/3... Discriminator Loss: 1.1684... Generator Loss: 0.8746 Epoch 2/3... Discriminator Loss: 1.1481... Generator Loss: 0.8253 Epoch 2/3... Discriminator Loss: 1.1727... Generator Loss: 0.9093 Epoch 2/3... Discriminator Loss: 1.1560... Generator Loss: 0.9733 Epoch 2/3... Discriminator Loss: 1.2347... Generator Loss: 0.7013 Epoch 2/3... Discriminator Loss: 1.1736... Generator Loss: 1.0079 Epoch 2/3... Discriminator Loss: 1.2280... Generator Loss: 0.6910 Epoch 2/3... Discriminator Loss: 1.1517... Generator Loss: 1.2075 Epoch 2/3... Discriminator Loss: 1.2679... Generator Loss: 0.6208 Epoch 2/3... Discriminator Loss: 1.3022... Generator Loss: 1.2204 Epoch 2/3... Discriminator Loss: 1.2594... Generator Loss: 0.6178 Epoch 2/3... Discriminator Loss: 1.2182... Generator Loss: 1.4256 Epoch 2/3... Discriminator Loss: 1.6384... Generator Loss: 0.3611 Epoch 2/3... Discriminator Loss: 1.7647... Generator Loss: 2.2649 Epoch 2/3... Discriminator Loss: 1.5573... Generator Loss: 0.4036 Epoch 2/3... Discriminator Loss: 1.2503... Generator Loss: 1.4528 Epoch 2/3... Discriminator Loss: 1.2039... Generator Loss: 0.7245 Epoch 2/3... Discriminator Loss: 1.1690... Generator Loss: 0.9577 Epoch 2/3... Discriminator Loss: 1.1643... Generator Loss: 0.7942 Epoch 2/3... Discriminator Loss: 1.1533... Generator Loss: 0.9960 Epoch 2/3... Discriminator Loss: 1.2733... Generator Loss: 0.6463 Epoch 2/3... Discriminator Loss: 1.0913... Generator Loss: 1.1258 Epoch 2/3... Discriminator Loss: 1.1970... Generator Loss: 0.7319 Epoch 2/3... Discriminator Loss: 1.1052... Generator Loss: 1.1859 Epoch 2/3... Discriminator Loss: 1.1941... Generator Loss: 0.6625 Epoch 2/3... Discriminator Loss: 1.0589... Generator Loss: 1.2143 Epoch 2/3... Discriminator Loss: 1.1442... Generator Loss: 0.7297 Epoch 2/3... Discriminator Loss: 1.1542... Generator Loss: 1.1856 Epoch 2/3... Discriminator Loss: 1.5116... Generator Loss: 0.4200 Epoch 2/3... Discriminator Loss: 1.4071... Generator Loss: 1.8880 Epoch 2/3... Discriminator Loss: 1.2334... Generator Loss: 0.7178 Epoch 2/3... Discriminator Loss: 1.1485... Generator Loss: 1.0886 Epoch 2/3... Discriminator Loss: 1.2532... Generator Loss: 0.7067 Epoch 2/3... Discriminator Loss: 1.2792... Generator Loss: 1.3185 Epoch 2/3... Discriminator Loss: 1.7089... Generator Loss: 0.3339 Epoch 2/3... Discriminator Loss: 1.7459... Generator Loss: 2.1732 Epoch 2/3... Discriminator Loss: 1.5431... Generator Loss: 0.4136 Epoch 2/3... Discriminator Loss: 1.2733... Generator Loss: 1.4501 Epoch 2/3... Discriminator Loss: 1.3139... Generator Loss: 0.5803 Epoch 2/3... Discriminator Loss: 1.1851... Generator Loss: 1.0265 Epoch 2/3... Discriminator Loss: 1.1439... Generator Loss: 0.8657 Epoch 2/3... Discriminator Loss: 1.2059... Generator Loss: 0.8409 Epoch 2/3... Discriminator Loss: 1.2448... Generator Loss: 0.7794 Epoch 2/3... Discriminator Loss: 1.1110... Generator Loss: 1.1476 Epoch 2/3... Discriminator Loss: 1.2185... Generator Loss: 0.6854 Epoch 2/3... Discriminator Loss: 1.1201... Generator Loss: 1.1487 Epoch 2/3... Discriminator Loss: 1.2537... Generator Loss: 0.6632 Epoch 2/3... Discriminator Loss: 1.1384... Generator Loss: 1.2758 Epoch 2/3... Discriminator Loss: 1.1129... Generator Loss: 0.8810 Epoch 2/3... Discriminator Loss: 1.1071... Generator Loss: 0.8486 Epoch 2/3... Discriminator Loss: 1.1674... Generator Loss: 1.1861 Epoch 2/3... Discriminator Loss: 1.5911... Generator Loss: 0.3672 Epoch 2/3... Discriminator Loss: 1.9027... Generator Loss: 2.4288 Epoch 2/3... Discriminator Loss: 1.6285... Generator Loss: 0.3713 Epoch 2/3... Discriminator Loss: 1.2678... Generator Loss: 1.5853 Epoch 2/3... Discriminator Loss: 1.2906... Generator Loss: 0.5881 Epoch 2/3... Discriminator Loss: 1.2930... Generator Loss: 1.3513 Epoch 2/3... Discriminator Loss: 1.2042... Generator Loss: 0.6710 Epoch 2/3... Discriminator Loss: 1.2019... Generator Loss: 1.2708 Epoch 2/3... Discriminator Loss: 1.4275... Generator Loss: 0.4659 Epoch 2/3... Discriminator Loss: 1.4863... Generator Loss: 1.8913 Epoch 2/3... Discriminator Loss: 1.6323... Generator Loss: 0.3576 Epoch 2/3... Discriminator Loss: 1.2766... Generator Loss: 1.8008 Epoch 2/3... Discriminator Loss: 1.3073... Generator Loss: 0.6041 Epoch 2/3... Discriminator Loss: 1.1743... Generator Loss: 0.9712 Epoch 2/3... Discriminator Loss: 1.1696... Generator Loss: 0.8257 Epoch 2/3... Discriminator Loss: 1.2286... Generator Loss: 0.8539 Epoch 2/3... Discriminator Loss: 1.1884... Generator Loss: 0.7714 Epoch 2/3... Discriminator Loss: 1.2004... Generator Loss: 0.8636 Epoch 2/3... Discriminator Loss: 1.1636... Generator Loss: 0.8919 Epoch 2/3... Discriminator Loss: 1.1416... Generator Loss: 0.8304 Epoch 2/3... Discriminator Loss: 1.0418... Generator Loss: 1.1134 Epoch 2/3... Discriminator Loss: 1.1842... Generator Loss: 0.7233
Epoch 2/3... Discriminator Loss: 1.1534... Generator Loss: 1.1410 Epoch 2/3... Discriminator Loss: 1.3549... Generator Loss: 0.5291 Epoch 2/3... Discriminator Loss: 1.2403... Generator Loss: 1.4677 Epoch 2/3... Discriminator Loss: 1.2932... Generator Loss: 0.5960 Epoch 2/3... Discriminator Loss: 1.4445... Generator Loss: 1.3531 Epoch 2/3... Discriminator Loss: 1.9397... Generator Loss: 0.2536 Epoch 2/3... Discriminator Loss: 2.2157... Generator Loss: 2.5223 Epoch 2/3... Discriminator Loss: 1.3093... Generator Loss: 0.5907 Epoch 2/3... Discriminator Loss: 1.3641... Generator Loss: 1.5906 Epoch 2/3... Discriminator Loss: 1.5229... Generator Loss: 0.4292 Epoch 2/3... Discriminator Loss: 1.3417... Generator Loss: 1.5157 Epoch 2/3... Discriminator Loss: 1.3247... Generator Loss: 0.5746 Epoch 2/3... Discriminator Loss: 1.2540... Generator Loss: 1.1538 Epoch 2/3... Discriminator Loss: 1.3013... Generator Loss: 0.6368 Epoch 2/3... Discriminator Loss: 1.2344... Generator Loss: 1.0268 Epoch 2/3... Discriminator Loss: 1.2276... Generator Loss: 0.7564 Epoch 2/3... Discriminator Loss: 1.1462... Generator Loss: 1.0663 Epoch 2/3... Discriminator Loss: 1.3132... Generator Loss: 0.5935 Epoch 2/3... Discriminator Loss: 1.3777... Generator Loss: 1.4060 Epoch 2/3... Discriminator Loss: 1.5367... Generator Loss: 0.4009 Epoch 2/3... Discriminator Loss: 1.6831... Generator Loss: 1.5408 Epoch 2/3... Discriminator Loss: 1.2679... Generator Loss: 0.7709 Epoch 2/3... Discriminator Loss: 1.1748... Generator Loss: 1.0293 Epoch 2/3... Discriminator Loss: 1.2423... Generator Loss: 0.7452 Epoch 2/3... Discriminator Loss: 1.2342... Generator Loss: 0.9775 Epoch 2/3... Discriminator Loss: 1.3439... Generator Loss: 0.6271 Epoch 2/3... Discriminator Loss: 1.3073... Generator Loss: 1.3145 Epoch 2/3... Discriminator Loss: 1.5688... Generator Loss: 0.3995 Epoch 2/3... Discriminator Loss: 1.4621... Generator Loss: 1.5561 Epoch 2/3... Discriminator Loss: 1.4075... Generator Loss: 0.5328 Epoch 2/3... Discriminator Loss: 1.3402... Generator Loss: 0.9758 Epoch 2/3... Discriminator Loss: 1.2832... Generator Loss: 0.8766 Epoch 2/3... Discriminator Loss: 1.3927... Generator Loss: 0.6044 Epoch 2/3... Discriminator Loss: 1.3414... Generator Loss: 0.9390 Epoch 2/3... Discriminator Loss: 1.2587... Generator Loss: 0.7296 Epoch 2/3... Discriminator Loss: 1.2305... Generator Loss: 0.8310 Epoch 3/3... Discriminator Loss: 1.1928... Generator Loss: 0.9072 Epoch 3/3... Discriminator Loss: 1.2301... Generator Loss: 0.7725 Epoch 3/3... Discriminator Loss: 1.1706... Generator Loss: 0.8516 Epoch 3/3... Discriminator Loss: 1.1626... Generator Loss: 0.8909 Epoch 3/3... Discriminator Loss: 1.2470... Generator Loss: 0.7179 Epoch 3/3... Discriminator Loss: 1.1903... Generator Loss: 1.0867 Epoch 3/3... Discriminator Loss: 1.3236... Generator Loss: 0.6157 Epoch 3/3... Discriminator Loss: 1.1648... Generator Loss: 1.0705 Epoch 3/3... Discriminator Loss: 1.1596... Generator Loss: 0.8157 Epoch 3/3... Discriminator Loss: 1.1858... Generator Loss: 0.9937 Epoch 3/3... Discriminator Loss: 1.2247... Generator Loss: 0.7125 Epoch 3/3... Discriminator Loss: 1.0682... Generator Loss: 1.2884 Epoch 3/3... Discriminator Loss: 1.3549... Generator Loss: 0.5173 Epoch 3/3... Discriminator Loss: 1.3260... Generator Loss: 1.5847 Epoch 3/3... Discriminator Loss: 1.4176... Generator Loss: 0.4769 Epoch 3/3... Discriminator Loss: 1.3601... Generator Loss: 1.5677 Epoch 3/3... Discriminator Loss: 1.3248... Generator Loss: 0.5429 Epoch 3/3... Discriminator Loss: 1.4927... Generator Loss: 1.7481 Epoch 3/3... Discriminator Loss: 1.7463... Generator Loss: 0.3103 Epoch 3/3... Discriminator Loss: 1.5569... Generator Loss: 2.0806 Epoch 3/3... Discriminator Loss: 1.3055... Generator Loss: 0.5796 Epoch 3/3... Discriminator Loss: 1.1702... Generator Loss: 1.0002 Epoch 3/3... Discriminator Loss: 1.1198... Generator Loss: 0.9710 Epoch 3/3... Discriminator Loss: 1.2750... Generator Loss: 0.7367 Epoch 3/3... Discriminator Loss: 1.1457... Generator Loss: 0.8809 Epoch 3/3... Discriminator Loss: 1.2064... Generator Loss: 0.8516 Epoch 3/3... Discriminator Loss: 1.1850... Generator Loss: 0.9517 Epoch 3/3... Discriminator Loss: 1.2572... Generator Loss: 0.7363 Epoch 3/3... Discriminator Loss: 1.1546... Generator Loss: 0.9703 Epoch 3/3... Discriminator Loss: 1.2705... Generator Loss: 0.6786 Epoch 3/3... Discriminator Loss: 1.1514... Generator Loss: 0.9938 Epoch 3/3... Discriminator Loss: 1.1813... Generator Loss: 0.7331 Epoch 3/3... Discriminator Loss: 1.1480... Generator Loss: 1.0113 Epoch 3/3... Discriminator Loss: 1.2051... Generator Loss: 0.7271 Epoch 3/3... Discriminator Loss: 1.1556... Generator Loss: 1.0843 Epoch 3/3... Discriminator Loss: 1.3119... Generator Loss: 0.5682 Epoch 3/3... Discriminator Loss: 1.3330... Generator Loss: 1.7465 Epoch 3/3... Discriminator Loss: 1.6117... Generator Loss: 0.3656 Epoch 3/3... Discriminator Loss: 2.4793... Generator Loss: 2.3121 Epoch 3/3... Discriminator Loss: 1.4158... Generator Loss: 0.5320 Epoch 3/3... Discriminator Loss: 1.2784... Generator Loss: 1.6188 Epoch 3/3... Discriminator Loss: 1.3771... Generator Loss: 0.5397 Epoch 3/3... Discriminator Loss: 1.3961... Generator Loss: 1.4526 Epoch 3/3... Discriminator Loss: 1.5242... Generator Loss: 0.4357 Epoch 3/3... Discriminator Loss: 1.4477... Generator Loss: 1.5593 Epoch 3/3... Discriminator Loss: 1.4306... Generator Loss: 0.5020 Epoch 3/3... Discriminator Loss: 1.2805... Generator Loss: 1.3371 Epoch 3/3... Discriminator Loss: 1.3084... Generator Loss: 0.6583 Epoch 3/3... Discriminator Loss: 1.3361... Generator Loss: 1.0018 Epoch 3/3... Discriminator Loss: 1.4381... Generator Loss: 0.5766 Epoch 3/3... Discriminator Loss: 1.3287... Generator Loss: 1.0261 Epoch 3/3... Discriminator Loss: 1.2985... Generator Loss: 0.6692 Epoch 3/3... Discriminator Loss: 1.2074... Generator Loss: 0.9506 Epoch 3/3... Discriminator Loss: 1.2198... Generator Loss: 0.8649 Epoch 3/3... Discriminator Loss: 1.3129... Generator Loss: 0.6841 Epoch 3/3... Discriminator Loss: 1.2422... Generator Loss: 1.0107 Epoch 3/3... Discriminator Loss: 1.2540... Generator Loss: 0.7516 Epoch 3/3... Discriminator Loss: 1.3040... Generator Loss: 0.7817 Epoch 3/3... Discriminator Loss: 1.1914... Generator Loss: 0.8488 Epoch 3/3... Discriminator Loss: 1.2120... Generator Loss: 0.8091 Epoch 3/3... Discriminator Loss: 1.1563... Generator Loss: 0.9287 Epoch 3/3... Discriminator Loss: 1.2390... Generator Loss: 0.7298 Epoch 3/3... Discriminator Loss: 1.2069... Generator Loss: 1.0408 Epoch 3/3... Discriminator Loss: 1.1584... Generator Loss: 0.7787
Epoch 3/3... Discriminator Loss: 1.1415... Generator Loss: 0.9433 Epoch 3/3... Discriminator Loss: 1.0977... Generator Loss: 0.9213 Epoch 3/3... Discriminator Loss: 1.1417... Generator Loss: 0.8687 Epoch 3/3... Discriminator Loss: 1.2062... Generator Loss: 0.8282 Epoch 3/3... Discriminator Loss: 1.1306... Generator Loss: 0.8598 Epoch 3/3... Discriminator Loss: 1.1528... Generator Loss: 0.9556 Epoch 3/3... Discriminator Loss: 1.1537... Generator Loss: 0.8479 Epoch 3/3... Discriminator Loss: 1.1290... Generator Loss: 0.9813 Epoch 3/3... Discriminator Loss: 1.1970... Generator Loss: 0.7573 Epoch 3/3... Discriminator Loss: 1.1563... Generator Loss: 0.9597 Epoch 3/3... Discriminator Loss: 1.0324... Generator Loss: 1.0204 Epoch 3/3... Discriminator Loss: 1.3178... Generator Loss: 0.5866 Epoch 3/3... Discriminator Loss: 1.2376... Generator Loss: 1.4103 Epoch 3/3... Discriminator Loss: 1.3869... Generator Loss: 0.4929 Epoch 3/3... Discriminator Loss: 1.6154... Generator Loss: 1.9569 Epoch 3/3... Discriminator Loss: 1.9960... Generator Loss: 0.2529 Epoch 3/3... Discriminator Loss: 2.1004... Generator Loss: 2.4058 Epoch 3/3... Discriminator Loss: 1.4944... Generator Loss: 0.4634 Epoch 3/3... Discriminator Loss: 1.1796... Generator Loss: 1.3688 Epoch 3/3... Discriminator Loss: 1.2674... Generator Loss: 0.7461 Epoch 3/3... Discriminator Loss: 1.2155... Generator Loss: 0.8857 Epoch 3/3... Discriminator Loss: 1.1968... Generator Loss: 0.7958 Epoch 3/3... Discriminator Loss: 1.1385... Generator Loss: 0.9410 Epoch 3/3... Discriminator Loss: 1.1739... Generator Loss: 0.9389 Epoch 3/3... Discriminator Loss: 1.2270... Generator Loss: 0.7035 Epoch 3/3... Discriminator Loss: 1.1572... Generator Loss: 1.0781 Epoch 3/3... Discriminator Loss: 1.2582... Generator Loss: 0.6576 Epoch 3/3... Discriminator Loss: 1.1445... Generator Loss: 1.2702 Epoch 3/3... Discriminator Loss: 1.3123... Generator Loss: 0.5872 Epoch 3/3... Discriminator Loss: 1.1413... Generator Loss: 1.1722 Epoch 3/3... Discriminator Loss: 1.1964... Generator Loss: 0.7134 Epoch 3/3... Discriminator Loss: 1.0960... Generator Loss: 1.0062 Epoch 3/3... Discriminator Loss: 1.0764... Generator Loss: 0.9413 Epoch 3/3... Discriminator Loss: 1.1150... Generator Loss: 0.8908 Epoch 3/3... Discriminator Loss: 1.1539... Generator Loss: 0.9394 Epoch 3/3... Discriminator Loss: 1.1482... Generator Loss: 0.8350 Epoch 3/3... Discriminator Loss: 1.1003... Generator Loss: 0.9979 Epoch 3/3... Discriminator Loss: 1.1011... Generator Loss: 1.0531 Epoch 3/3... Discriminator Loss: 1.3869... Generator Loss: 0.5057 Epoch 3/3... Discriminator Loss: 1.5204... Generator Loss: 1.9086 Epoch 3/3... Discriminator Loss: 1.8155... Generator Loss: 0.2893 Epoch 3/3... Discriminator Loss: 1.7927... Generator Loss: 2.1814 Epoch 3/3... Discriminator Loss: 1.2351... Generator Loss: 0.7287 Epoch 3/3... Discriminator Loss: 1.1854... Generator Loss: 1.0080 Epoch 3/3... Discriminator Loss: 1.0947... Generator Loss: 1.0018 Epoch 3/3... Discriminator Loss: 1.2820... Generator Loss: 0.7355 Epoch 3/3... Discriminator Loss: 1.2671... Generator Loss: 0.9145 Epoch 3/3... Discriminator Loss: 1.3406... Generator Loss: 0.6398 Epoch 3/3... Discriminator Loss: 1.2984... Generator Loss: 1.0386 Epoch 3/3... Discriminator Loss: 1.4348... Generator Loss: 0.5460 Epoch 3/3... Discriminator Loss: 1.3198... Generator Loss: 1.2984 Epoch 3/3... Discriminator Loss: 1.5622... Generator Loss: 0.4220 Epoch 3/3... Discriminator Loss: 1.3807... Generator Loss: 1.5460 Epoch 3/3... Discriminator Loss: 1.2973... Generator Loss: 0.6206 Epoch 3/3... Discriminator Loss: 1.1997... Generator Loss: 0.8578 Epoch 3/3... Discriminator Loss: 1.2094... Generator Loss: 1.0430 Epoch 3/3... Discriminator Loss: 1.2668... Generator Loss: 0.6832 Epoch 3/3... Discriminator Loss: 1.1588... Generator Loss: 1.1086 Epoch 3/3... Discriminator Loss: 1.1930... Generator Loss: 0.7378 Epoch 3/3... Discriminator Loss: 1.1365... Generator Loss: 1.2420 Epoch 3/3... Discriminator Loss: 1.2449... Generator Loss: 0.6490 Epoch 3/3... Discriminator Loss: 1.1655... Generator Loss: 1.2976 Epoch 3/3... Discriminator Loss: 1.2020... Generator Loss: 0.6991 Epoch 3/3... Discriminator Loss: 1.0755... Generator Loss: 1.1608 Epoch 3/3... Discriminator Loss: 1.1902... Generator Loss: 0.7063 Epoch 3/3... Discriminator Loss: 1.2225... Generator Loss: 1.1735 Epoch 3/3... Discriminator Loss: 1.4466... Generator Loss: 0.4724 Epoch 3/3... Discriminator Loss: 1.4547... Generator Loss: 1.3760 Epoch 3/3... Discriminator Loss: 1.2150... Generator Loss: 0.7274 Epoch 3/3... Discriminator Loss: 1.2170... Generator Loss: 1.3097 Epoch 3/3... Discriminator Loss: 1.4244... Generator Loss: 0.4857 Epoch 3/3... Discriminator Loss: 1.5674... Generator Loss: 1.8196 Epoch 3/3... Discriminator Loss: 1.5860... Generator Loss: 0.4139 Epoch 3/3... Discriminator Loss: 1.4365... Generator Loss: 1.4996 Epoch 3/3... Discriminator Loss: 1.3668... Generator Loss: 0.5836 Epoch 3/3... Discriminator Loss: 1.2570... Generator Loss: 0.9408 Epoch 3/3... Discriminator Loss: 1.2512... Generator Loss: 0.8744 Epoch 3/3... Discriminator Loss: 1.2184... Generator Loss: 0.8033 Epoch 3/3... Discriminator Loss: 1.1841... Generator Loss: 0.9149 Epoch 3/3... Discriminator Loss: 1.2227... Generator Loss: 0.8034 Epoch 3/3... Discriminator Loss: 1.2385... Generator Loss: 0.8364 Epoch 3/3... Discriminator Loss: 1.2180... Generator Loss: 0.7381 Epoch 3/3... Discriminator Loss: 1.1602... Generator Loss: 1.0949 Epoch 3/3... Discriminator Loss: 1.2578... Generator Loss: 0.6513 Epoch 3/3... Discriminator Loss: 1.1655... Generator Loss: 1.3229 Epoch 3/3... Discriminator Loss: 1.4349... Generator Loss: 0.4698 Epoch 3/3... Discriminator Loss: 1.2958... Generator Loss: 1.4272 Epoch 3/3... Discriminator Loss: 1.2531... Generator Loss: 0.6721 Epoch 3/3... Discriminator Loss: 1.1958... Generator Loss: 1.1091 Epoch 3/3... Discriminator Loss: 1.2910... Generator Loss: 0.6238 Epoch 3/3... Discriminator Loss: 1.2231... Generator Loss: 1.2064 Epoch 3/3... Discriminator Loss: 1.3904... Generator Loss: 0.5083 Epoch 3/3... Discriminator Loss: 1.4025... Generator Loss: 1.6607 Epoch 3/3... Discriminator Loss: 1.4676... Generator Loss: 0.4636 Epoch 3/3... Discriminator Loss: 1.2272... Generator Loss: 1.2490 Epoch 3/3... Discriminator Loss: 1.2051... Generator Loss: 0.7485 Epoch 3/3... Discriminator Loss: 1.2117... Generator Loss: 0.8235 Epoch 3/3... Discriminator Loss: 1.1971... Generator Loss: 0.8830 Epoch 3/3... Discriminator Loss: 1.1605... Generator Loss: 0.8684 Epoch 3/3... Discriminator Loss: 1.0851... Generator Loss: 0.9224
Epoch 3/3... Discriminator Loss: 1.1779... Generator Loss: 0.7893 Epoch 3/3... Discriminator Loss: 1.1873... Generator Loss: 1.1109 Epoch 3/3... Discriminator Loss: 1.4343... Generator Loss: 0.5016 Epoch 3/3... Discriminator Loss: 1.4185... Generator Loss: 1.3612 Epoch 3/3... Discriminator Loss: 1.1508... Generator Loss: 0.6987 Epoch 3/3... Discriminator Loss: 1.2554... Generator Loss: 1.6819 Epoch 3/3... Discriminator Loss: 1.6820... Generator Loss: 0.3346 Epoch 3/3... Discriminator Loss: 1.7478... Generator Loss: 2.2519 Epoch 3/3... Discriminator Loss: 1.5001... Generator Loss: 0.4627 Epoch 3/3... Discriminator Loss: 1.2004... Generator Loss: 1.4087 Epoch 3/3... Discriminator Loss: 1.1941... Generator Loss: 0.7897 Epoch 3/3... Discriminator Loss: 1.2313... Generator Loss: 0.8171 Epoch 3/3... Discriminator Loss: 1.1623... Generator Loss: 1.0048 Epoch 3/3... Discriminator Loss: 1.2338... Generator Loss: 0.6753 Epoch 3/3... Discriminator Loss: 1.2057... Generator Loss: 1.1963 Epoch 3/3... Discriminator Loss: 1.2718... Generator Loss: 0.6343 Epoch 3/3... Discriminator Loss: 1.1632... Generator Loss: 1.2536 Epoch 3/3... Discriminator Loss: 1.1264... Generator Loss: 0.7645 Epoch 3/3... Discriminator Loss: 1.1577... Generator Loss: 1.1105 Epoch 3/3... Discriminator Loss: 1.2831... Generator Loss: 0.6464 Epoch 3/3... Discriminator Loss: 1.1687... Generator Loss: 1.1247 Epoch 3/3... Discriminator Loss: 1.3082... Generator Loss: 0.5864 Epoch 3/3... Discriminator Loss: 1.2348... Generator Loss: 1.4140 Epoch 3/3... Discriminator Loss: 1.1507... Generator Loss: 0.7961 Epoch 3/3... Discriminator Loss: 1.1596... Generator Loss: 0.8578 Epoch 3/3... Discriminator Loss: 1.1502... Generator Loss: 0.9833 Epoch 3/3... Discriminator Loss: 1.3027... Generator Loss: 0.6654 Epoch 3/3... Discriminator Loss: 1.2943... Generator Loss: 1.1806 Epoch 3/3... Discriminator Loss: 1.3282... Generator Loss: 0.5366 Epoch 3/3... Discriminator Loss: 1.4147... Generator Loss: 1.8486 Epoch 3/3... Discriminator Loss: 1.2486... Generator Loss: 0.6532 Epoch 3/3... Discriminator Loss: 1.2592... Generator Loss: 1.3155 Epoch 3/3... Discriminator Loss: 1.3815... Generator Loss: 0.5117 Epoch 3/3... Discriminator Loss: 1.4819... Generator Loss: 1.6606 Epoch 3/3... Discriminator Loss: 1.6336... Generator Loss: 0.3540 Epoch 3/3... Discriminator Loss: 1.4984... Generator Loss: 1.7299 Epoch 3/3... Discriminator Loss: 1.4056... Generator Loss: 0.5402 Epoch 3/3... Discriminator Loss: 1.2304... Generator Loss: 0.9498 Epoch 3/3... Discriminator Loss: 1.2694... Generator Loss: 0.7760 Epoch 3/3... Discriminator Loss: 1.2865... Generator Loss: 0.8861 Epoch 3/3... Discriminator Loss: 1.1352... Generator Loss: 0.9096 Epoch 3/3... Discriminator Loss: 1.2149... Generator Loss: 0.7773 Epoch 3/3... Discriminator Loss: 1.1783... Generator Loss: 0.9946 Epoch 3/3... Discriminator Loss: 1.2113... Generator Loss: 0.7667 Epoch 3/3... Discriminator Loss: 1.1393... Generator Loss: 0.9240 Epoch 3/3... Discriminator Loss: 1.2359... Generator Loss: 0.7718 Epoch 3/3... Discriminator Loss: 1.2172... Generator Loss: 1.0031 Epoch 3/3... Discriminator Loss: 1.2067... Generator Loss: 0.7098 Epoch 3/3... Discriminator Loss: 1.1469... Generator Loss: 0.9718 Epoch 3/3... Discriminator Loss: 1.0325... Generator Loss: 0.9800 Epoch 3/3... Discriminator Loss: 1.1308... Generator Loss: 0.9040 Epoch 3/3... Discriminator Loss: 1.1423... Generator Loss: 0.8773 Epoch 3/3... Discriminator Loss: 1.1446... Generator Loss: 0.8825 Epoch 3/3... Discriminator Loss: 1.0871... Generator Loss: 0.8679 Epoch 3/3... Discriminator Loss: 1.1615... Generator Loss: 1.2090 Epoch 3/3... Discriminator Loss: 1.1300... Generator Loss: 0.7886 Epoch 3/3... Discriminator Loss: 1.1521... Generator Loss: 1.6002 Epoch 3/3... Discriminator Loss: 1.7639... Generator Loss: 0.3124 Epoch 3/3... Discriminator Loss: 1.7879... Generator Loss: 2.4213 Epoch 3/3... Discriminator Loss: 1.5917... Generator Loss: 0.4487 Epoch 3/3... Discriminator Loss: 1.2590... Generator Loss: 1.2592 Epoch 3/3... Discriminator Loss: 1.1486... Generator Loss: 0.8165 Epoch 3/3... Discriminator Loss: 1.2256... Generator Loss: 0.7433 Epoch 3/3... Discriminator Loss: 1.1558... Generator Loss: 1.2528 Epoch 3/3... Discriminator Loss: 1.3694... Generator Loss: 0.5723 Epoch 3/3... Discriminator Loss: 1.4248... Generator Loss: 1.5459 Epoch 3/3... Discriminator Loss: 1.5479... Generator Loss: 0.4132 Epoch 3/3... Discriminator Loss: 1.9545... Generator Loss: 2.1695 Epoch 3/3... Discriminator Loss: 1.5247... Generator Loss: 0.4368 Epoch 3/3... Discriminator Loss: 1.5350... Generator Loss: 1.7475 Epoch 3/3... Discriminator Loss: 1.5288... Generator Loss: 0.4176 Epoch 3/3... Discriminator Loss: 1.2071... Generator Loss: 1.3849 Epoch 3/3... Discriminator Loss: 1.2737... Generator Loss: 0.6811 Epoch 3/3... Discriminator Loss: 1.2039... Generator Loss: 0.9563 Epoch 3/3... Discriminator Loss: 1.1767... Generator Loss: 0.8276 Epoch 3/3... Discriminator Loss: 1.2259... Generator Loss: 0.8385 Epoch 3/3... Discriminator Loss: 1.1946... Generator Loss: 0.8493 Epoch 3/3... Discriminator Loss: 1.1873... Generator Loss: 0.9253 Epoch 3/3... Discriminator Loss: 1.2043... Generator Loss: 0.7942 Epoch 3/3... Discriminator Loss: 1.1767... Generator Loss: 1.0026 Epoch 3/3... Discriminator Loss: 1.2436... Generator Loss: 0.6692 Epoch 3/3... Discriminator Loss: 1.1668... Generator Loss: 1.1677 Epoch 3/3... Discriminator Loss: 1.2343... Generator Loss: 0.6491 Epoch 3/3... Discriminator Loss: 1.2721... Generator Loss: 1.2361 Epoch 3/3... Discriminator Loss: 1.3657... Generator Loss: 0.5081 Epoch 3/3... Discriminator Loss: 1.3253... Generator Loss: 1.7852 Epoch 3/3... Discriminator Loss: 1.2127... Generator Loss: 0.6549 Epoch 3/3... Discriminator Loss: 1.2814... Generator Loss: 1.3939 Epoch 3/3... Discriminator Loss: 1.7666... Generator Loss: 0.2954 Epoch 3/3... Discriminator Loss: 1.8833... Generator Loss: 2.3875 Epoch 3/3... Discriminator Loss: 1.3421... Generator Loss: 0.5708 Epoch 3/3... Discriminator Loss: 1.2267... Generator Loss: 0.9566 Epoch 3/3... Discriminator Loss: 1.2198... Generator Loss: 0.8759 Epoch 3/3... Discriminator Loss: 1.2407... Generator Loss: 0.7711 Epoch 3/3... Discriminator Loss: 1.2253... Generator Loss: 0.9297 Epoch 3/3... Discriminator Loss: 1.2603... Generator Loss: 0.7048 Epoch 3/3... Discriminator Loss: 1.1755... Generator Loss: 0.9317 Epoch 3/3... Discriminator Loss: 1.1209... Generator Loss: 0.9955 Epoch 3/3... Discriminator Loss: 1.0651... Generator Loss: 0.9077 Epoch 3/3... Discriminator Loss: 1.1723... Generator Loss: 0.8036
Epoch 3/3... Discriminator Loss: 1.1803... Generator Loss: 0.9917 Epoch 3/3... Discriminator Loss: 1.1795... Generator Loss: 0.7244 Epoch 3/3... Discriminator Loss: 1.1378... Generator Loss: 1.1324 Epoch 3/3... Discriminator Loss: 1.1183... Generator Loss: 0.8949 Epoch 3/3... Discriminator Loss: 1.1080... Generator Loss: 0.8160 Epoch 3/3... Discriminator Loss: 1.1926... Generator Loss: 1.2841 Epoch 3/3... Discriminator Loss: 1.5701... Generator Loss: 0.3861 Epoch 3/3... Discriminator Loss: 2.1849... Generator Loss: 2.3778 Epoch 3/3... Discriminator Loss: 1.2377... Generator Loss: 0.7138 Epoch 3/3... Discriminator Loss: 1.2018... Generator Loss: 0.9864 Epoch 3/3... Discriminator Loss: 1.2031... Generator Loss: 0.8995 Epoch 3/3... Discriminator Loss: 1.1890... Generator Loss: 0.8942 Epoch 3/3... Discriminator Loss: 1.2270... Generator Loss: 0.8108 Epoch 3/3... Discriminator Loss: 1.3095... Generator Loss: 0.7869 Epoch 3/3... Discriminator Loss: 1.3011... Generator Loss: 0.8370 Epoch 3/3... Discriminator Loss: 1.4000... Generator Loss: 0.6354 Epoch 3/3... Discriminator Loss: 1.3224... Generator Loss: 1.1432 Epoch 3/3... Discriminator Loss: 1.4293... Generator Loss: 0.5392 Epoch 3/3... Discriminator Loss: 1.4051... Generator Loss: 1.4198 Epoch 3/3... Discriminator Loss: 1.4034... Generator Loss: 0.5708 Epoch 3/3... Discriminator Loss: 1.2417... Generator Loss: 1.0851 Epoch 3/3... Discriminator Loss: 1.2723... Generator Loss: 0.7620 Epoch 3/3... Discriminator Loss: 1.2749... Generator Loss: 0.8527 Epoch 3/3... Discriminator Loss: 1.1894... Generator Loss: 0.9392 Epoch 3/3... Discriminator Loss: 1.1826... Generator Loss: 0.8854 Epoch 3/3... Discriminator Loss: 1.1968... Generator Loss: 0.8478 Epoch 3/3... Discriminator Loss: 1.2463... Generator Loss: 0.7231 Epoch 3/3... Discriminator Loss: 1.2745... Generator Loss: 1.1380 Epoch 3/3... Discriminator Loss: 1.3681... Generator Loss: 0.5284 Epoch 3/3... Discriminator Loss: 1.3119... Generator Loss: 1.2747 Epoch 3/3... Discriminator Loss: 1.5090... Generator Loss: 0.4357 Epoch 3/3... Discriminator Loss: 1.4691... Generator Loss: 1.7625 Epoch 3/3... Discriminator Loss: 1.2779... Generator Loss: 0.6417 Epoch 3/3... Discriminator Loss: 1.2731... Generator Loss: 1.2190 Epoch 3/3... Discriminator Loss: 1.3234... Generator Loss: 0.5852 Epoch 3/3... Discriminator Loss: 1.3142... Generator Loss: 1.4250 Epoch 3/3... Discriminator Loss: 1.4406... Generator Loss: 0.4948 Epoch 3/3... Discriminator Loss: 1.3067... Generator Loss: 1.2809 Epoch 3/3... Discriminator Loss: 1.2824... Generator Loss: 0.6005 Epoch 3/3... Discriminator Loss: 1.2227... Generator Loss: 1.2263 Epoch 3/3... Discriminator Loss: 1.3096... Generator Loss: 0.6073 Epoch 3/3... Discriminator Loss: 1.2286... Generator Loss: 0.9403 Epoch 3/3... Discriminator Loss: 1.2041... Generator Loss: 0.8316 Epoch 3/3... Discriminator Loss: 1.2261... Generator Loss: 0.7707 Epoch 3/3... Discriminator Loss: 1.2571... Generator Loss: 0.8870 Epoch 3/3... Discriminator Loss: 1.1598... Generator Loss: 0.9118 Epoch 3/3... Discriminator Loss: 1.1585... Generator Loss: 0.8309 Epoch 3/3... Discriminator Loss: 1.1418... Generator Loss: 0.8124 Epoch 3/3... Discriminator Loss: 1.1503... Generator Loss: 1.0042 Epoch 3/3... Discriminator Loss: 1.2360... Generator Loss: 0.6740 Epoch 3/3... Discriminator Loss: 1.1094... Generator Loss: 1.2065 Epoch 3/3... Discriminator Loss: 1.1991... Generator Loss: 0.6966 Epoch 3/3... Discriminator Loss: 1.2090... Generator Loss: 1.2668 Epoch 3/3... Discriminator Loss: 1.4511... Generator Loss: 0.4514 Epoch 3/3... Discriminator Loss: 1.4164... Generator Loss: 1.8848 Epoch 3/3... Discriminator Loss: 1.3537... Generator Loss: 0.5264 Epoch 3/3... Discriminator Loss: 1.4383... Generator Loss: 1.6539 Epoch 3/3... Discriminator Loss: 1.6318... Generator Loss: 0.3676 Epoch 3/3... Discriminator Loss: 1.6096... Generator Loss: 2.0219 Epoch 3/3... Discriminator Loss: 1.3451... Generator Loss: 0.6332 Epoch 3/3... Discriminator Loss: 1.2318... Generator Loss: 0.8554 Epoch 3/3... Discriminator Loss: 1.2518... Generator Loss: 0.8581 Epoch 3/3... Discriminator Loss: 1.2637... Generator Loss: 0.7986 Epoch 3/3... Discriminator Loss: 1.1592... Generator Loss: 0.9029 Epoch 3/3... Discriminator Loss: 1.2125... Generator Loss: 0.7598 Epoch 3/3... Discriminator Loss: 1.2215... Generator Loss: 1.0882 Epoch 3/3... Discriminator Loss: 1.2044... Generator Loss: 0.7245 Epoch 3/3... Discriminator Loss: 1.1477... Generator Loss: 1.1843 Epoch 3/3... Discriminator Loss: 1.2028... Generator Loss: 0.6892 Epoch 3/3... Discriminator Loss: 1.2013... Generator Loss: 1.1056 Epoch 3/3... Discriminator Loss: 1.2149... Generator Loss: 0.6560 Epoch 3/3... Discriminator Loss: 1.2452... Generator Loss: 1.3712 Epoch 3/3... Discriminator Loss: 1.1813... Generator Loss: 0.7734 Epoch 3/3... Discriminator Loss: 1.1103... Generator Loss: 0.9257 Epoch 3/3... Discriminator Loss: 1.2034... Generator Loss: 0.8158 Epoch 3/3... Discriminator Loss: 1.2523... Generator Loss: 0.8225 Epoch 3/3... Discriminator Loss: 1.2435... Generator Loss: 0.9301 Epoch 3/3... Discriminator Loss: 1.1474... Generator Loss: 0.7985 Epoch 3/3... Discriminator Loss: 1.2079... Generator Loss: 1.1701 Epoch 3/3... Discriminator Loss: 1.1318... Generator Loss: 0.7809 Epoch 3/3... Discriminator Loss: 1.0994... Generator Loss: 1.1086 Epoch 3/3... Discriminator Loss: 1.3075... Generator Loss: 0.6268 Epoch 3/3... Discriminator Loss: 1.3319... Generator Loss: 1.5686 Epoch 3/3... Discriminator Loss: 1.5253... Generator Loss: 0.4539 Epoch 3/3... Discriminator Loss: 2.4741... Generator Loss: 2.5620 Epoch 3/3... Discriminator Loss: 1.7871... Generator Loss: 0.3156 Epoch 3/3... Discriminator Loss: 2.6012... Generator Loss: 3.3048 Epoch 3/3... Discriminator Loss: 1.5613... Generator Loss: 0.4340 Epoch 3/3... Discriminator Loss: 1.2535... Generator Loss: 1.2140 Epoch 3/3... Discriminator Loss: 1.2110... Generator Loss: 0.8659 Epoch 3/3... Discriminator Loss: 1.1507... Generator Loss: 0.9512 Epoch 3/3... Discriminator Loss: 1.2205... Generator Loss: 0.8969 Epoch 3/3... Discriminator Loss: 1.2665... Generator Loss: 0.7673 Epoch 3/3... Discriminator Loss: 1.2568... Generator Loss: 0.8547 Epoch 3/3... Discriminator Loss: 1.3343... Generator Loss: 0.7785 Epoch 3/3... Discriminator Loss: 1.3417... Generator Loss: 0.8435 Epoch 3/3... Discriminator Loss: 1.3391... Generator Loss: 0.7356 Epoch 3/3... Discriminator Loss: 1.2918... Generator Loss: 0.7719 Epoch 3/3... Discriminator Loss: 1.3054... Generator Loss: 0.9601 Epoch 3/3... Discriminator Loss: 1.3261... Generator Loss: 0.6546
Epoch 3/3... Discriminator Loss: 1.2462... Generator Loss: 1.0189 Epoch 3/3... Discriminator Loss: 1.3014... Generator Loss: 0.7181 Epoch 3/3... Discriminator Loss: 1.2036... Generator Loss: 0.8853 Epoch 3/3... Discriminator Loss: 1.2201... Generator Loss: 0.8451 Epoch 3/3... Discriminator Loss: 1.1875... Generator Loss: 0.9027 Epoch 3/3... Discriminator Loss: 1.2246... Generator Loss: 0.7629 Epoch 3/3... Discriminator Loss: 1.1491... Generator Loss: 1.0016 Epoch 3/3... Discriminator Loss: 1.2252... Generator Loss: 0.8031 Epoch 3/3... Discriminator Loss: 1.1935... Generator Loss: 0.8143 Epoch 3/3... Discriminator Loss: 1.1435... Generator Loss: 1.0046 Epoch 3/3... Discriminator Loss: 1.2948... Generator Loss: 0.6555 Epoch 3/3... Discriminator Loss: 1.0961... Generator Loss: 1.1415 Epoch 3/3... Discriminator Loss: 1.3868... Generator Loss: 0.5668 Epoch 3/3... Discriminator Loss: 1.1864... Generator Loss: 1.1586 Epoch 3/3... Discriminator Loss: 1.2268... Generator Loss: 0.6825 Epoch 3/3... Discriminator Loss: 1.1366... Generator Loss: 1.2998 Epoch 3/3... Discriminator Loss: 1.2740... Generator Loss: 0.6217 Epoch 3/3... Discriminator Loss: 1.1451... Generator Loss: 1.2584 Epoch 3/3... Discriminator Loss: 1.3534... Generator Loss: 0.5295 Epoch 3/3... Discriminator Loss: 1.3469... Generator Loss: 1.6809 Epoch 3/3... Discriminator Loss: 1.3324... Generator Loss: 0.5437 Epoch 3/3... Discriminator Loss: 1.2842... Generator Loss: 1.5860 Epoch 3/3... Discriminator Loss: 1.5312... Generator Loss: 0.3967 Epoch 3/3... Discriminator Loss: 1.4788... Generator Loss: 1.7292 Epoch 3/3... Discriminator Loss: 1.4152... Generator Loss: 0.4813 Epoch 3/3... Discriminator Loss: 1.3335... Generator Loss: 1.2391 Epoch 3/3... Discriminator Loss: 1.2216... Generator Loss: 0.6331 Epoch 3/3... Discriminator Loss: 1.2659... Generator Loss: 1.4912 Epoch 3/3... Discriminator Loss: 1.3938... Generator Loss: 0.4913 Epoch 3/3... Discriminator Loss: 1.3062... Generator Loss: 1.4404 Epoch 3/3... Discriminator Loss: 1.3263... Generator Loss: 0.5950 Epoch 3/3... Discriminator Loss: 1.1636... Generator Loss: 1.2542 Epoch 3/3... Discriminator Loss: 1.3199... Generator Loss: 0.6100 Epoch 3/3... Discriminator Loss: 1.2300... Generator Loss: 1.2761 Epoch 3/3... Discriminator Loss: 1.3027... Generator Loss: 0.6290 Epoch 3/3... Discriminator Loss: 1.2004... Generator Loss: 1.0917 Epoch 3/3... Discriminator Loss: 1.2804... Generator Loss: 0.6530 Epoch 3/3... Discriminator Loss: 1.1811... Generator Loss: 0.9946 Epoch 3/3... Discriminator Loss: 1.1940... Generator Loss: 0.7530 Epoch 3/3... Discriminator Loss: 1.1395... Generator Loss: 1.1049 Epoch 3/3... Discriminator Loss: 1.3246... Generator Loss: 0.6130 Epoch 3/3... Discriminator Loss: 1.1879... Generator Loss: 1.1759 Epoch 3/3... Discriminator Loss: 1.1951... Generator Loss: 0.6956 Epoch 3/3... Discriminator Loss: 1.2143... Generator Loss: 1.0241 Epoch 3/3... Discriminator Loss: 1.2519... Generator Loss: 0.6295 Epoch 3/3... Discriminator Loss: 1.2459... Generator Loss: 1.5174 Epoch 3/3... Discriminator Loss: 1.5217... Generator Loss: 0.4056 Epoch 3/3... Discriminator Loss: 1.8689... Generator Loss: 2.1135 Epoch 3/3... Discriminator Loss: 1.6798... Generator Loss: 0.3421 Epoch 3/3... Discriminator Loss: 1.6479... Generator Loss: 2.0773 Epoch 3/3... Discriminator Loss: 1.4028... Generator Loss: 0.5257 Epoch 3/3... Discriminator Loss: 1.2627... Generator Loss: 1.2217 Epoch 3/3... Discriminator Loss: 1.1985... Generator Loss: 0.7368 Epoch 3/3... Discriminator Loss: 1.2019... Generator Loss: 0.9945 Epoch 3/3... Discriminator Loss: 1.1151... Generator Loss: 0.7957 Epoch 3/3... Discriminator Loss: 1.1651... Generator Loss: 0.9195 Epoch 3/3... Discriminator Loss: 1.1409... Generator Loss: 0.9247 Epoch 3/3... Discriminator Loss: 1.1444... Generator Loss: 0.8305 Epoch 3/3... Discriminator Loss: 1.0920... Generator Loss: 0.9118 Epoch 3/3... Discriminator Loss: 1.1664... Generator Loss: 0.9239 Epoch 3/3... Discriminator Loss: 1.1480... Generator Loss: 0.8317 Epoch 3/3... Discriminator Loss: 1.1613... Generator Loss: 0.8784 Epoch 3/3... Discriminator Loss: 1.1190... Generator Loss: 0.9214 Epoch 3/3... Discriminator Loss: 1.1273... Generator Loss: 0.8676 Epoch 3/3... Discriminator Loss: 1.1515... Generator Loss: 1.0120 Epoch 3/3... Discriminator Loss: 1.2136... Generator Loss: 0.6750 Epoch 3/3... Discriminator Loss: 1.1643... Generator Loss: 1.3022 Epoch 3/3... Discriminator Loss: 1.2046... Generator Loss: 0.7360 Epoch 3/3... Discriminator Loss: 1.1599... Generator Loss: 1.0748 Epoch 3/3... Discriminator Loss: 1.3724... Generator Loss: 0.5499 Epoch 3/3... Discriminator Loss: 1.2689... Generator Loss: 1.4976 Epoch 3/3... Discriminator Loss: 1.4095... Generator Loss: 0.4990 Epoch 3/3... Discriminator Loss: 1.2397... Generator Loss: 1.3519 Epoch 3/3... Discriminator Loss: 1.1767... Generator Loss: 0.7274 Epoch 3/3... Discriminator Loss: 1.0969... Generator Loss: 1.1801 Epoch 3/3... Discriminator Loss: 1.0472... Generator Loss: 0.8831 Epoch 3/3... Discriminator Loss: 1.1252... Generator Loss: 0.9636 Epoch 3/3... Discriminator Loss: 1.0841... Generator Loss: 0.9106 Epoch 3/3... Discriminator Loss: 1.1177... Generator Loss: 1.0448 Epoch 3/3... Discriminator Loss: 1.2731... Generator Loss: 0.6127 Epoch 3/3... Discriminator Loss: 1.4210... Generator Loss: 1.7317 Epoch 3/3... Discriminator Loss: 1.6954... Generator Loss: 0.3407 Epoch 3/3... Discriminator Loss: 2.2811... Generator Loss: 2.4465 Epoch 3/3... Discriminator Loss: 1.5393... Generator Loss: 0.4222 Epoch 3/3... Discriminator Loss: 1.5230... Generator Loss: 1.8386 Epoch 3/3... Discriminator Loss: 1.4372... Generator Loss: 0.5026 Epoch 3/3... Discriminator Loss: 1.2757... Generator Loss: 1.2146 Epoch 3/3... Discriminator Loss: 1.3046... Generator Loss: 0.6563 Epoch 3/3... Discriminator Loss: 1.3430... Generator Loss: 0.8241 Epoch 3/3... Discriminator Loss: 1.3068... Generator Loss: 0.8760 Epoch 3/3... Discriminator Loss: 1.3219... Generator Loss: 0.7180 Epoch 3/3... Discriminator Loss: 1.2693... Generator Loss: 0.8579 Epoch 3/3... Discriminator Loss: 1.2583... Generator Loss: 0.9748 Epoch 3/3... Discriminator Loss: 1.3389... Generator Loss: 0.5909 Epoch 3/3... Discriminator Loss: 1.2832... Generator Loss: 1.3204 Epoch 3/3... Discriminator Loss: 1.4807... Generator Loss: 0.4746 Epoch 3/3... Discriminator Loss: 1.2327... Generator Loss: 1.5977 Epoch 3/3... Discriminator Loss: 1.3177... Generator Loss: 0.5665 Epoch 3/3... Discriminator Loss: 1.1967... Generator Loss: 1.2081 Epoch 3/3... Discriminator Loss: 1.3149... Generator Loss: 0.5908
Epoch 3/3... Discriminator Loss: 1.1437... Generator Loss: 1.1554 Epoch 3/3... Discriminator Loss: 1.2981... Generator Loss: 0.6091 Epoch 3/3... Discriminator Loss: 1.1487... Generator Loss: 1.3148 Epoch 3/3... Discriminator Loss: 1.2454... Generator Loss: 0.6260
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 100
learning_rate = 0.0004
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 4.0811... Generator Loss: 0.0341 Epoch 1/1... Discriminator Loss: 2.0843... Generator Loss: 0.8375 Epoch 1/1... Discriminator Loss: 4.4488... Generator Loss: 0.0275 Epoch 1/1... Discriminator Loss: 0.8481... Generator Loss: 3.6039 Epoch 1/1... Discriminator Loss: 5.6290... Generator Loss: 0.0090 Epoch 1/1... Discriminator Loss: 1.5537... Generator Loss: 6.2345 Epoch 1/1... Discriminator Loss: 3.4630... Generator Loss: 0.0664 Epoch 1/1... Discriminator Loss: 1.0247... Generator Loss: 7.8495 Epoch 1/1... Discriminator Loss: 2.9484... Generator Loss: 0.1449 Epoch 1/1... Discriminator Loss: 1.6947... Generator Loss: 9.3868 Epoch 1/1... Discriminator Loss: 4.8021... Generator Loss: 0.0185 Epoch 1/1... Discriminator Loss: 2.0463... Generator Loss: 10.2539 Epoch 1/1... Discriminator Loss: 1.7386... Generator Loss: 0.4597 Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 2.9797 Epoch 1/1... Discriminator Loss: 6.2323... Generator Loss: 0.0043 Epoch 1/1... Discriminator Loss: 3.5980... Generator Loss: 10.3927 Epoch 1/1... Discriminator Loss: 2.3061... Generator Loss: 0.2838 Epoch 1/1... Discriminator Loss: 1.7552... Generator Loss: 7.0920 Epoch 1/1... Discriminator Loss: 3.7403... Generator Loss: 0.0447 Epoch 1/1... Discriminator Loss: 2.8352... Generator Loss: 8.6944 Epoch 1/1... Discriminator Loss: 4.4461... Generator Loss: 0.0329 Epoch 1/1... Discriminator Loss: 2.2992... Generator Loss: 8.6993 Epoch 1/1... Discriminator Loss: 1.8631... Generator Loss: 0.3517 Epoch 1/1... Discriminator Loss: 1.5386... Generator Loss: 1.9612 Epoch 1/1... Discriminator Loss: 5.0250... Generator Loss: 0.0179 Epoch 1/1... Discriminator Loss: 2.7635... Generator Loss: 7.4832 Epoch 1/1... Discriminator Loss: 1.7851... Generator Loss: 0.6521 Epoch 1/1... Discriminator Loss: 1.2707... Generator Loss: 1.4881 Epoch 1/1... Discriminator Loss: 2.6249... Generator Loss: 0.1892 Epoch 1/1... Discriminator Loss: 2.4396... Generator Loss: 7.8484 Epoch 1/1... Discriminator Loss: 2.5349... Generator Loss: 0.2065 Epoch 1/1... Discriminator Loss: 1.9769... Generator Loss: 3.6640 Epoch 1/1... Discriminator Loss: 2.0084... Generator Loss: 0.3415 Epoch 1/1... Discriminator Loss: 1.3108... Generator Loss: 5.7131 Epoch 1/1... Discriminator Loss: 0.6334... Generator Loss: 2.0637 Epoch 1/1... Discriminator Loss: 1.9296... Generator Loss: 0.2656 Epoch 1/1... Discriminator Loss: 1.5257... Generator Loss: 4.4166 Epoch 1/1... Discriminator Loss: 3.4492... Generator Loss: 0.1098 Epoch 1/1... Discriminator Loss: 1.6465... Generator Loss: 5.1013 Epoch 1/1... Discriminator Loss: 1.0358... Generator Loss: 1.5894 Epoch 1/1... Discriminator Loss: 1.8613... Generator Loss: 0.3775 Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 3.2894 Epoch 1/1... Discriminator Loss: 2.0361... Generator Loss: 0.4894 Epoch 1/1... Discriminator Loss: 1.6924... Generator Loss: 1.2246 Epoch 1/1... Discriminator Loss: 1.8522... Generator Loss: 0.5883 Epoch 1/1... Discriminator Loss: 1.5698... Generator Loss: 1.2277 Epoch 1/1... Discriminator Loss: 2.4475... Generator Loss: 0.2849 Epoch 1/1... Discriminator Loss: 2.4200... Generator Loss: 1.0097 Epoch 1/1... Discriminator Loss: 2.0462... Generator Loss: 0.7647 Epoch 1/1... Discriminator Loss: 1.4011... Generator Loss: 1.0471 Epoch 1/1... Discriminator Loss: 1.3975... Generator Loss: 0.6803 Epoch 1/1... Discriminator Loss: 1.2503... Generator Loss: 1.2220 Epoch 1/1... Discriminator Loss: 1.5294... Generator Loss: 0.7953 Epoch 1/1... Discriminator Loss: 1.4102... Generator Loss: 1.1062 Epoch 1/1... Discriminator Loss: 1.4189... Generator Loss: 0.9057 Epoch 1/1... Discriminator Loss: 1.5976... Generator Loss: 0.9964 Epoch 1/1... Discriminator Loss: 1.3717... Generator Loss: 1.0207 Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 1.0239 Epoch 1/1... Discriminator Loss: 1.4969... Generator Loss: 0.7794 Epoch 1/1... Discriminator Loss: 1.6486... Generator Loss: 0.8961 Epoch 1/1... Discriminator Loss: 1.6127... Generator Loss: 0.7898 Epoch 1/1... Discriminator Loss: 1.5470... Generator Loss: 0.9638 Epoch 1/1... Discriminator Loss: 1.3377... Generator Loss: 0.9395 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.8549 Epoch 1/1... Discriminator Loss: 1.6469... Generator Loss: 0.6945 Epoch 1/1... Discriminator Loss: 1.3543... Generator Loss: 1.6137 Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.8215 Epoch 1/1... Discriminator Loss: 1.1329... Generator Loss: 1.5861 Epoch 1/1... Discriminator Loss: 1.7332... Generator Loss: 0.4843 Epoch 1/1... Discriminator Loss: 1.7760... Generator Loss: 1.8875 Epoch 1/1... Discriminator Loss: 2.1406... Generator Loss: 0.2447 Epoch 1/1... Discriminator Loss: 1.8926... Generator Loss: 3.1125 Epoch 1/1... Discriminator Loss: 1.8162... Generator Loss: 0.3721 Epoch 1/1... Discriminator Loss: 1.3485... Generator Loss: 2.3138 Epoch 1/1... Discriminator Loss: 1.4962... Generator Loss: 0.5186 Epoch 1/1... Discriminator Loss: 1.1184... Generator Loss: 2.6845 Epoch 1/1... Discriminator Loss: 1.3185... Generator Loss: 0.7020 Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 0.9315 Epoch 1/1... Discriminator Loss: 1.3809... Generator Loss: 1.0164 Epoch 1/1... Discriminator Loss: 1.0499... Generator Loss: 1.4232 Epoch 1/1... Discriminator Loss: 0.9765... Generator Loss: 1.1945 Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.5133 Epoch 1/1... Discriminator Loss: 1.4218... Generator Loss: 0.6968 Epoch 1/1... Discriminator Loss: 1.4347... Generator Loss: 1.3652 Epoch 1/1... Discriminator Loss: 1.2301... Generator Loss: 0.9937 Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 1.0970 Epoch 1/1... Discriminator Loss: 0.9549... Generator Loss: 1.4409 Epoch 1/1... Discriminator Loss: 1.0002... Generator Loss: 1.1658 Epoch 1/1... Discriminator Loss: 1.0125... Generator Loss: 1.3376 Epoch 1/1... Discriminator Loss: 0.9559... Generator Loss: 1.1369 Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 1.0024 Epoch 1/1... Discriminator Loss: 1.2096... Generator Loss: 1.0991 Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 1.0394 Epoch 1/1... Discriminator Loss: 0.9531... Generator Loss: 1.4241 Epoch 1/1... Discriminator Loss: 1.1592... Generator Loss: 1.0626 Epoch 1/1... Discriminator Loss: 1.4196... Generator Loss: 0.9799 Epoch 1/1... Discriminator Loss: 1.2931... Generator Loss: 1.4831 Epoch 1/1... Discriminator Loss: 1.1575... Generator Loss: 0.9911 Epoch 1/1... Discriminator Loss: 0.8701... Generator Loss: 1.7719 Epoch 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.7091
Epoch 1/1... Discriminator Loss: 1.3810... Generator Loss: 1.8170 Epoch 1/1... Discriminator Loss: 1.6205... Generator Loss: 0.5817 Epoch 1/1... Discriminator Loss: 1.2666... Generator Loss: 2.1393 Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 0.6370 Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 2.7675 Epoch 1/1... Discriminator Loss: 1.1410... Generator Loss: 0.8424 Epoch 1/1... Discriminator Loss: 1.0021... Generator Loss: 2.2116 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.6877 Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 2.0930 Epoch 1/1... Discriminator Loss: 1.2469... Generator Loss: 0.6686 Epoch 1/1... Discriminator Loss: 1.1006... Generator Loss: 2.2620 Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 0.9890 Epoch 1/1... Discriminator Loss: 0.9583... Generator Loss: 1.8008 Epoch 1/1... Discriminator Loss: 1.1903... Generator Loss: 0.8678 Epoch 1/1... Discriminator Loss: 1.0597... Generator Loss: 1.9223 Epoch 1/1... Discriminator Loss: 1.0199... Generator Loss: 0.9785 Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 2.0542 Epoch 1/1... Discriminator Loss: 1.3344... Generator Loss: 0.6102 Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 2.8309 Epoch 1/1... Discriminator Loss: 1.2244... Generator Loss: 0.7558 Epoch 1/1... Discriminator Loss: 0.9433... Generator Loss: 1.8688 Epoch 1/1... Discriminator Loss: 1.0644... Generator Loss: 0.9459 Epoch 1/1... Discriminator Loss: 0.7902... Generator Loss: 1.8679 Epoch 1/1... Discriminator Loss: 0.8809... Generator Loss: 1.1645 Epoch 1/1... Discriminator Loss: 0.8975... Generator Loss: 1.7339 Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 0.7228 Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 2.0479 Epoch 1/1... Discriminator Loss: 1.8437... Generator Loss: 0.4680 Epoch 1/1... Discriminator Loss: 1.6469... Generator Loss: 1.5094 Epoch 1/1... Discriminator Loss: 1.6140... Generator Loss: 0.5087 Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 2.2223 Epoch 1/1... Discriminator Loss: 0.9711... Generator Loss: 1.0406 Epoch 1/1... Discriminator Loss: 0.9435... Generator Loss: 1.3176 Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 1.3640 Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.9604 Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 1.2747 Epoch 1/1... Discriminator Loss: 1.2194... Generator Loss: 0.8608 Epoch 1/1... Discriminator Loss: 1.0127... Generator Loss: 1.6087 Epoch 1/1... Discriminator Loss: 1.4787... Generator Loss: 0.5770 Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 2.5567 Epoch 1/1... Discriminator Loss: 1.7003... Generator Loss: 0.4056 Epoch 1/1... Discriminator Loss: 1.6092... Generator Loss: 2.7580 Epoch 1/1... Discriminator Loss: 1.4465... Generator Loss: 0.5911 Epoch 1/1... Discriminator Loss: 1.2469... Generator Loss: 1.9432 Epoch 1/1... Discriminator Loss: 1.2085... Generator Loss: 0.7469 Epoch 1/1... Discriminator Loss: 0.9910... Generator Loss: 1.8228 Epoch 1/1... Discriminator Loss: 1.1858... Generator Loss: 0.7936 Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 1.4504 Epoch 1/1... Discriminator Loss: 1.4318... Generator Loss: 0.7018 Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 1.5086 Epoch 1/1... Discriminator Loss: 1.0032... Generator Loss: 1.0419 Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 1.7581 Epoch 1/1... Discriminator Loss: 0.9267... Generator Loss: 1.0696 Epoch 1/1... Discriminator Loss: 0.8053... Generator Loss: 2.0707 Epoch 1/1... Discriminator Loss: 1.0260... Generator Loss: 0.9284 Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.9303 Epoch 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.6525 Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 2.1579 Epoch 1/1... Discriminator Loss: 1.4223... Generator Loss: 0.8181 Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 1.3230 Epoch 1/1... Discriminator Loss: 1.4719... Generator Loss: 0.5744 Epoch 1/1... Discriminator Loss: 1.4136... Generator Loss: 1.7067 Epoch 1/1... Discriminator Loss: 1.9900... Generator Loss: 0.3023 Epoch 1/1... Discriminator Loss: 1.9576... Generator Loss: 4.4884 Epoch 1/1... Discriminator Loss: 1.2405... Generator Loss: 0.9591 Epoch 1/1... Discriminator Loss: 0.8655... Generator Loss: 1.7836 Epoch 1/1... Discriminator Loss: 0.7770... Generator Loss: 1.6629 Epoch 1/1... Discriminator Loss: 0.8534... Generator Loss: 1.3206 Epoch 1/1... Discriminator Loss: 0.8169... Generator Loss: 2.3039 Epoch 1/1... Discriminator Loss: 1.5897... Generator Loss: 0.5891 Epoch 1/1... Discriminator Loss: 1.4352... Generator Loss: 1.8286 Epoch 1/1... Discriminator Loss: 2.6014... Generator Loss: 0.1830 Epoch 1/1... Discriminator Loss: 1.7045... Generator Loss: 1.9240 Epoch 1/1... Discriminator Loss: 1.6661... Generator Loss: 0.7775 Epoch 1/1... Discriminator Loss: 1.4268... Generator Loss: 0.9394 Epoch 1/1... Discriminator Loss: 1.4920... Generator Loss: 0.9730 Epoch 1/1... Discriminator Loss: 1.5584... Generator Loss: 0.9010 Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 1.2186 Epoch 1/1... Discriminator Loss: 0.9983... Generator Loss: 1.4613 Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 1.0654 Epoch 1/1... Discriminator Loss: 1.2406... Generator Loss: 1.1256 Epoch 1/1... Discriminator Loss: 1.5313... Generator Loss: 0.9341 Epoch 1/1... Discriminator Loss: 1.7505... Generator Loss: 0.7852 Epoch 1/1... Discriminator Loss: 1.6012... Generator Loss: 0.8013 Epoch 1/1... Discriminator Loss: 1.6913... Generator Loss: 0.5437 Epoch 1/1... Discriminator Loss: 1.6320... Generator Loss: 1.0640 Epoch 1/1... Discriminator Loss: 1.4878... Generator Loss: 0.5957 Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 1.4348 Epoch 1/1... Discriminator Loss: 1.4339... Generator Loss: 0.5931 Epoch 1/1... Discriminator Loss: 1.3521... Generator Loss: 1.5463 Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.6604 Epoch 1/1... Discriminator Loss: 1.0959... Generator Loss: 1.6065 Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.7931 Epoch 1/1... Discriminator Loss: 1.2843... Generator Loss: 1.1313 Epoch 1/1... Discriminator Loss: 1.2817... Generator Loss: 0.8067 Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 1.0566 Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.9625 Epoch 1/1... Discriminator Loss: 1.2563... Generator Loss: 1.2662 Epoch 1/1... Discriminator Loss: 1.5345... Generator Loss: 0.5245 Epoch 1/1... Discriminator Loss: 1.6633... Generator Loss: 2.1088
Epoch 1/1... Discriminator Loss: 1.4684... Generator Loss: 0.5294 Epoch 1/1... Discriminator Loss: 1.2694... Generator Loss: 2.1465 Epoch 1/1... Discriminator Loss: 1.1351... Generator Loss: 0.7987 Epoch 1/1... Discriminator Loss: 1.1301... Generator Loss: 1.1011 Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.7630 Epoch 1/1... Discriminator Loss: 1.4477... Generator Loss: 0.8299 Epoch 1/1... Discriminator Loss: 1.4282... Generator Loss: 0.9622 Epoch 1/1... Discriminator Loss: 1.3113... Generator Loss: 0.9902 Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 0.8086 Epoch 1/1... Discriminator Loss: 1.4957... Generator Loss: 0.7631 Epoch 1/1... Discriminator Loss: 1.4448... Generator Loss: 0.8402 Epoch 1/1... Discriminator Loss: 1.4777... Generator Loss: 0.6586 Epoch 1/1... Discriminator Loss: 1.4470... Generator Loss: 1.2504 Epoch 1/1... Discriminator Loss: 1.4438... Generator Loss: 0.5229 Epoch 1/1... Discriminator Loss: 1.5035... Generator Loss: 1.8011 Epoch 1/1... Discriminator Loss: 1.6608... Generator Loss: 0.3855 Epoch 1/1... Discriminator Loss: 1.4900... Generator Loss: 1.9643 Epoch 1/1... Discriminator Loss: 1.4453... Generator Loss: 0.5448 Epoch 1/1... Discriminator Loss: 1.2204... Generator Loss: 1.2910 Epoch 1/1... Discriminator Loss: 1.6025... Generator Loss: 0.5329 Epoch 1/1... Discriminator Loss: 1.5494... Generator Loss: 1.1120 Epoch 1/1... Discriminator Loss: 1.6221... Generator Loss: 0.5316 Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 1.4393 Epoch 1/1... Discriminator Loss: 1.4549... Generator Loss: 0.6480 Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 1.6658 Epoch 1/1... Discriminator Loss: 1.5257... Generator Loss: 0.5286 Epoch 1/1... Discriminator Loss: 1.7198... Generator Loss: 0.9176 Epoch 1/1... Discriminator Loss: 1.8032... Generator Loss: 0.4704 Epoch 1/1... Discriminator Loss: 1.4166... Generator Loss: 1.4517 Epoch 1/1... Discriminator Loss: 1.3734... 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Generator Loss: 0.9046 Epoch 1/1... Discriminator Loss: 1.2459... Generator Loss: 1.0546 Epoch 1/1... Discriminator Loss: 1.3784... Generator Loss: 0.7145 Epoch 1/1... Discriminator Loss: 1.4299... Generator Loss: 0.9470 Epoch 1/1... Discriminator Loss: 1.5580... Generator Loss: 0.6727 Epoch 1/1... Discriminator Loss: 1.4570... Generator Loss: 0.8987 Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.6922 Epoch 1/1... Discriminator Loss: 1.5122... Generator Loss: 0.6669 Epoch 1/1... Discriminator Loss: 1.4508... Generator Loss: 0.8779 Epoch 1/1... Discriminator Loss: 1.3116... Generator Loss: 0.7834 Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 1.3566 Epoch 1/1... Discriminator Loss: 1.4013... Generator Loss: 0.5653 Epoch 1/1... Discriminator Loss: 1.4400... Generator Loss: 2.0086 Epoch 1/1... Discriminator Loss: 1.7660... Generator Loss: 0.3728 Epoch 1/1... Discriminator Loss: 1.6650... Generator Loss: 1.3268 Epoch 1/1... Discriminator Loss: 2.0262... 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Epoch 1/1... Discriminator Loss: 1.2221... Generator Loss: 1.6176 Epoch 1/1... Discriminator Loss: 1.3178... Generator Loss: 0.6719 Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 1.2895 Epoch 1/1... Discriminator Loss: 1.4543... Generator Loss: 0.6229 Epoch 1/1... Discriminator Loss: 1.4507... Generator Loss: 0.9348 Epoch 1/1... Discriminator Loss: 1.5115... Generator Loss: 0.6647 Epoch 1/1... Discriminator Loss: 1.5220... Generator Loss: 0.7151 Epoch 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.9666 Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.7759 Epoch 1/1... Discriminator Loss: 1.4218... Generator Loss: 0.7353 Epoch 1/1... Discriminator Loss: 1.4568... Generator Loss: 0.9169 Epoch 1/1... Discriminator Loss: 1.4635... Generator Loss: 0.7086 Epoch 1/1... Discriminator Loss: 1.4196... Generator Loss: 1.0878 Epoch 1/1... Discriminator Loss: 1.4367... Generator Loss: 0.6330 Epoch 1/1... Discriminator Loss: 1.4679... 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Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 1.2575 Epoch 1/1... Discriminator Loss: 1.4391... Generator Loss: 0.6211 Epoch 1/1... Discriminator Loss: 1.3673... Generator Loss: 1.0532 Epoch 1/1... Discriminator Loss: 1.5566... Generator Loss: 0.5482 Epoch 1/1... Discriminator Loss: 1.5685... Generator Loss: 1.1652 Epoch 1/1... Discriminator Loss: 1.4219... Generator Loss: 0.6357 Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 1.2591 Epoch 1/1... Discriminator Loss: 1.5043... Generator Loss: 0.5775 Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 1.2854 Epoch 1/1... Discriminator Loss: 1.6225... Generator Loss: 0.4594 Epoch 1/1... Discriminator Loss: 1.5244... Generator Loss: 1.3256 Epoch 1/1... Discriminator Loss: 1.5103... Generator Loss: 0.5285 Epoch 1/1... Discriminator Loss: 1.3292... Generator Loss: 1.1097 Epoch 1/1... Discriminator Loss: 1.3995... Generator Loss: 0.6884 Epoch 1/1... Discriminator Loss: 1.3651... 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Epoch 1/1... Discriminator Loss: 1.4035... Generator Loss: 0.7751 Epoch 1/1... Discriminator Loss: 1.4969... Generator Loss: 0.7845 Epoch 1/1... Discriminator Loss: 1.5045... Generator Loss: 0.7390 Epoch 1/1... Discriminator Loss: 1.5048... Generator Loss: 0.7808 Epoch 1/1... Discriminator Loss: 1.3713... Generator Loss: 0.8525 Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.8749 Epoch 1/1... Discriminator Loss: 1.1779... Generator Loss: 1.2063 Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.6483 Epoch 1/1... Discriminator Loss: 1.3440... Generator Loss: 0.8786 Epoch 1/1... Discriminator Loss: 1.4809... Generator Loss: 0.6483 Epoch 1/1... Discriminator Loss: 1.3610... Generator Loss: 1.0665 Epoch 1/1... Discriminator Loss: 1.5031... Generator Loss: 0.6039 Epoch 1/1... Discriminator Loss: 1.4096... Generator Loss: 1.0194 Epoch 1/1... Discriminator Loss: 1.4121... Generator Loss: 0.6796 Epoch 1/1... Discriminator Loss: 1.3679... 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Generator Loss: 0.7146 Epoch 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.8299 Epoch 1/1... Discriminator Loss: 1.3339... Generator Loss: 0.9029 Epoch 1/1... Discriminator Loss: 1.4437... Generator Loss: 0.7152 Epoch 1/1... Discriminator Loss: 1.4118... Generator Loss: 0.9463 Epoch 1/1... Discriminator Loss: 1.4321... Generator Loss: 0.6881 Epoch 1/1... Discriminator Loss: 1.4079... Generator Loss: 0.8588 Epoch 1/1... Discriminator Loss: 1.3420... Generator Loss: 0.8823 Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 0.7697 Epoch 1/1... Discriminator Loss: 1.2904... Generator Loss: 1.0967 Epoch 1/1... Discriminator Loss: 1.3569... Generator Loss: 0.6335 Epoch 1/1... Discriminator Loss: 1.3336... Generator Loss: 1.1489 Epoch 1/1... Discriminator Loss: 1.4550... Generator Loss: 0.5640 Epoch 1/1... Discriminator Loss: 1.3768... Generator Loss: 1.2294 Epoch 1/1... Discriminator Loss: 1.6073... Generator Loss: 0.4499 Epoch 1/1... Discriminator Loss: 1.6620... 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Epoch 1/1... Discriminator Loss: 1.3652... Generator Loss: 0.8583 Epoch 1/1... Discriminator Loss: 1.3283... Generator Loss: 0.8189 Epoch 1/1... Discriminator Loss: 1.3940... Generator Loss: 0.8522 Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 0.7543 Epoch 1/1... Discriminator Loss: 1.4992... Generator Loss: 0.8447 Epoch 1/1... Discriminator Loss: 1.4214... Generator Loss: 0.7083 Epoch 1/1... Discriminator Loss: 1.3552... Generator Loss: 1.1804 Epoch 1/1... Discriminator Loss: 1.3784... Generator Loss: 0.5989 Epoch 1/1... Discriminator Loss: 1.3919... Generator Loss: 1.1489 Epoch 1/1... Discriminator Loss: 1.4963... Generator Loss: 0.5628 Epoch 1/1... Discriminator Loss: 1.4219... Generator Loss: 1.0138 Epoch 1/1... Discriminator Loss: 1.4319... Generator Loss: 0.6657 Epoch 1/1... Discriminator Loss: 1.4993... Generator Loss: 0.8074 Epoch 1/1... Discriminator Loss: 1.4643... Generator Loss: 0.7156 Epoch 1/1... Discriminator Loss: 1.3854... 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Generator Loss: 1.0003 Epoch 1/1... Discriminator Loss: 1.4884... Generator Loss: 0.6016 Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 1.2342 Epoch 1/1... Discriminator Loss: 1.5363... Generator Loss: 0.5112 Epoch 1/1... Discriminator Loss: 1.4960... Generator Loss: 1.3332 Epoch 1/1... Discriminator Loss: 1.6122... Generator Loss: 0.4867 Epoch 1/1... Discriminator Loss: 1.5570... Generator Loss: 1.0002 Epoch 1/1... Discriminator Loss: 1.5795... Generator Loss: 0.5864 Epoch 1/1... Discriminator Loss: 1.4407... Generator Loss: 0.9766 Epoch 1/1... Discriminator Loss: 1.4152... Generator Loss: 0.6191 Epoch 1/1... Discriminator Loss: 1.2857... Generator Loss: 1.2328 Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 0.6991 Epoch 1/1... Discriminator Loss: 1.3021... Generator Loss: 1.0373 Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 0.7001 Epoch 1/1... Discriminator Loss: 1.4449... Generator Loss: 1.0422 Epoch 1/1... Discriminator Loss: 1.6917... Generator Loss: 0.4917 Epoch 1/1... Discriminator Loss: 1.7271... Generator Loss: 1.0253 Epoch 1/1... Discriminator Loss: 1.5936... Generator Loss: 0.4869 Epoch 1/1... Discriminator Loss: 1.4336... Generator Loss: 1.4682 Epoch 1/1... Discriminator Loss: 1.3864... Generator Loss: 0.6113 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 1.0574 Epoch 1/1... Discriminator Loss: 1.3156... Generator Loss: 0.7700 Epoch 1/1... Discriminator Loss: 1.3567... Generator Loss: 0.8620 Epoch 1/1... Discriminator Loss: 1.4070... Generator Loss: 0.7626 Epoch 1/1... Discriminator Loss: 1.4681... Generator Loss: 0.7208 Epoch 1/1... Discriminator Loss: 1.4473... Generator Loss: 0.7036 Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 0.9502 Epoch 1/1... Discriminator Loss: 1.2875... Generator Loss: 0.7999 Epoch 1/1... Discriminator Loss: 1.3042... Generator Loss: 0.8545 Epoch 1/1... Discriminator Loss: 1.3821... Generator Loss: 0.7788 Epoch 1/1... Discriminator Loss: 1.4093... 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Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.5970 Epoch 1/1... Discriminator Loss: 1.3701... Generator Loss: 1.1886 Epoch 1/1... Discriminator Loss: 1.4083... Generator Loss: 0.6412 Epoch 1/1... Discriminator Loss: 1.3585... Generator Loss: 1.0617 Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.7074 Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.9179 Epoch 1/1... Discriminator Loss: 1.3576... Generator Loss: 0.7159 Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.9760 Epoch 1/1... Discriminator Loss: 1.3522... Generator Loss: 0.7561 Epoch 1/1... Discriminator Loss: 1.2956... Generator Loss: 1.0449 Epoch 1/1... Discriminator Loss: 1.3895... Generator Loss: 0.6219 Epoch 1/1... Discriminator Loss: 1.3613... Generator Loss: 1.1678 Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.6533 Epoch 1/1... Discriminator Loss: 1.3664... Generator Loss: 0.9582 Epoch 1/1... Discriminator Loss: 1.4078... 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Epoch 1/1... Discriminator Loss: 1.3711... Generator Loss: 1.2072 Epoch 1/1... Discriminator Loss: 1.4592... Generator Loss: 0.5973 Epoch 1/1... Discriminator Loss: 1.3979... Generator Loss: 0.9504 Epoch 1/1... Discriminator Loss: 1.4002... Generator Loss: 0.7453 Epoch 1/1... Discriminator Loss: 1.4298... Generator Loss: 0.7609 Epoch 1/1... Discriminator Loss: 1.3550... Generator Loss: 0.8330 Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.7148 Epoch 1/1... Discriminator Loss: 1.3169... Generator Loss: 1.0590 Epoch 1/1... Discriminator Loss: 1.4192... Generator Loss: 0.5494 Epoch 1/1... Discriminator Loss: 1.5905... Generator Loss: 1.5235 Epoch 1/1... Discriminator Loss: 1.6527... Generator Loss: 0.3814 Epoch 1/1... Discriminator Loss: 1.5692... Generator Loss: 1.5427 Epoch 1/1... Discriminator Loss: 1.4973... Generator Loss: 0.5208 Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 0.9981 Epoch 1/1... Discriminator Loss: 1.4906... Generator Loss: 0.6110 Epoch 1/1... Discriminator Loss: 1.4316... Generator Loss: 1.0757 Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.6674 Epoch 1/1... Discriminator Loss: 1.3364... Generator Loss: 1.0315 Epoch 1/1... Discriminator Loss: 1.3634... Generator Loss: 0.6866 Epoch 1/1... Discriminator Loss: 1.3837... Generator Loss: 0.8795 Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.7597 Epoch 1/1... Discriminator Loss: 1.4409... Generator Loss: 0.7999 Epoch 1/1... Discriminator Loss: 1.3137... Generator Loss: 0.8590 Epoch 1/1... Discriminator Loss: 1.3800... Generator Loss: 0.7776 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.9516 Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.8150 Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.7887 Epoch 1/1... Discriminator Loss: 1.3853... Generator Loss: 0.8063 Epoch 1/1... Discriminator Loss: 1.3857... Generator Loss: 0.7831 Epoch 1/1... Discriminator Loss: 1.3680... Generator Loss: 0.8593 Epoch 1/1... Discriminator Loss: 1.3669... Generator Loss: 0.8687 Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7491 Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.9557 Epoch 1/1... Discriminator Loss: 1.3692... Generator Loss: 0.6741 Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 1.1354 Epoch 1/1... Discriminator Loss: 1.5617... Generator Loss: 0.4920 Epoch 1/1... Discriminator Loss: 1.4235... Generator Loss: 1.0804 Epoch 1/1... Discriminator Loss: 1.4384... Generator Loss: 0.6385 Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.8921 Epoch 1/1... Discriminator Loss: 1.3353... Generator Loss: 0.8034 Epoch 1/1... Discriminator Loss: 1.3117... Generator Loss: 0.8274 Epoch 1/1... Discriminator Loss: 1.3265... Generator Loss: 0.8735 Epoch 1/1... Discriminator Loss: 1.3749... Generator Loss: 0.6991 Epoch 1/1... Discriminator Loss: 1.3267... Generator Loss: 0.9871 Epoch 1/1... Discriminator Loss: 1.4135... Generator Loss: 0.6541 Epoch 1/1... Discriminator Loss: 1.3848... Generator Loss: 0.9237 Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 0.7154 Epoch 1/1... Discriminator Loss: 1.3946... Generator Loss: 0.8334 Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.7907 Epoch 1/1... Discriminator Loss: 1.3552... Generator Loss: 0.8082 Epoch 1/1... Discriminator Loss: 1.3027... Generator Loss: 0.9472 Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.8037 Epoch 1/1... Discriminator Loss: 1.3055... Generator Loss: 1.0201 Epoch 1/1... Discriminator Loss: 1.4557... Generator Loss: 0.5869 Epoch 1/1... Discriminator Loss: 1.4830... Generator Loss: 1.1308 Epoch 1/1... Discriminator Loss: 1.4905... Generator Loss: 0.5448 Epoch 1/1... Discriminator Loss: 1.4248... Generator Loss: 1.2734 Epoch 1/1... Discriminator Loss: 1.4727... Generator Loss: 0.5298 Epoch 1/1... Discriminator Loss: 1.4356... Generator Loss: 1.2214 Epoch 1/1... Discriminator Loss: 1.5254... Generator Loss: 0.5428 Epoch 1/1... Discriminator Loss: 1.5310... Generator Loss: 1.1396 Epoch 1/1... Discriminator Loss: 1.4561... Generator Loss: 0.5877 Epoch 1/1... Discriminator Loss: 1.3332... Generator Loss: 1.0016 Epoch 1/1... Discriminator Loss: 1.3517... Generator Loss: 0.6978 Epoch 1/1... Discriminator Loss: 1.3616... Generator Loss: 0.8991 Epoch 1/1... Discriminator Loss: 1.3265... Generator Loss: 0.7390 Epoch 1/1... Discriminator Loss: 1.3133... Generator Loss: 0.8743 Epoch 1/1... Discriminator Loss: 1.3399... Generator Loss: 0.8830 Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.7233 Epoch 1/1... Discriminator Loss: 1.4133... Generator Loss: 0.8100 Epoch 1/1... Discriminator Loss: 1.4423... Generator Loss: 0.7344 Epoch 1/1... Discriminator Loss: 1.4621... Generator Loss: 0.8754 Epoch 1/1... Discriminator Loss: 1.4882... Generator Loss: 0.6237 Epoch 1/1... Discriminator Loss: 1.3958... Generator Loss: 0.9545 Epoch 1/1... Discriminator Loss: 1.4396... Generator Loss: 0.6775 Epoch 1/1... Discriminator Loss: 1.5120... Generator Loss: 0.7939 Epoch 1/1... Discriminator Loss: 1.4820... Generator Loss: 0.7265 Epoch 1/1... Discriminator Loss: 1.3995... Generator Loss: 0.9469 Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.6860 Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.9981 Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.7796 Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.8073 Epoch 1/1... Discriminator Loss: 1.3427... Generator Loss: 0.8645 Epoch 1/1... Discriminator Loss: 1.3721... Generator Loss: 0.7008 Epoch 1/1... Discriminator Loss: 1.3057... Generator Loss: 1.0268 Epoch 1/1... Discriminator Loss: 1.4337... Generator Loss: 0.6205 Epoch 1/1... Discriminator Loss: 1.3786... Generator Loss: 1.1906 Epoch 1/1... Discriminator Loss: 1.5299... Generator Loss: 0.5060 Epoch 1/1... Discriminator Loss: 1.4816... Generator Loss: 0.9843 Epoch 1/1... Discriminator Loss: 1.5692... 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Epoch 1/1... Discriminator Loss: 1.3830... Generator Loss: 0.8362 Epoch 1/1... Discriminator Loss: 1.3824... Generator Loss: 0.8273 Epoch 1/1... Discriminator Loss: 1.4590... Generator Loss: 0.7299 Epoch 1/1... Discriminator Loss: 1.4595... Generator Loss: 0.8353 Epoch 1/1... Discriminator Loss: 1.4504... Generator Loss: 0.6809 Epoch 1/1... Discriminator Loss: 1.3443... Generator Loss: 0.9498 Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.7266 Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.9983 Epoch 1/1... Discriminator Loss: 1.3954... Generator Loss: 0.7074 Epoch 1/1... Discriminator Loss: 1.3286... Generator Loss: 1.0716 Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 0.6650 Epoch 1/1... Discriminator Loss: 1.3729... Generator Loss: 0.9357 Epoch 1/1... Discriminator Loss: 1.4139... Generator Loss: 0.6791 Epoch 1/1... Discriminator Loss: 1.3534... Generator Loss: 0.8445 Epoch 1/1... Discriminator Loss: 1.3338... 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Generator Loss: 0.7262 Epoch 1/1... Discriminator Loss: 1.3628... Generator Loss: 0.8607 Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 0.6853 Epoch 1/1... Discriminator Loss: 1.2799... Generator Loss: 0.9695 Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 0.7087 Epoch 1/1... Discriminator Loss: 1.2569... Generator Loss: 0.9712 Epoch 1/1... Discriminator Loss: 1.3512... Generator Loss: 0.6776 Epoch 1/1... Discriminator Loss: 1.3977... Generator Loss: 1.0049 Epoch 1/1... Discriminator Loss: 1.5196... Generator Loss: 0.5103 Epoch 1/1... Discriminator Loss: 1.5741... Generator Loss: 1.3266 Epoch 1/1... Discriminator Loss: 1.5951... Generator Loss: 0.4446 Epoch 1/1... Discriminator Loss: 1.4977... Generator Loss: 1.3137 Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 0.5766 Epoch 1/1... Discriminator Loss: 1.4331... Generator Loss: 1.0099 Epoch 1/1... Discriminator Loss: 1.4715... Generator Loss: 0.6721 Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 0.8775 Epoch 1/1... Discriminator Loss: 1.4919... Generator Loss: 0.5884 Epoch 1/1... Discriminator Loss: 1.4753... Generator Loss: 1.0933 Epoch 1/1... Discriminator Loss: 1.4211... Generator Loss: 0.6057 Epoch 1/1... Discriminator Loss: 1.3422... Generator Loss: 1.0754 Epoch 1/1... Discriminator Loss: 1.3247... Generator Loss: 0.7612 Epoch 1/1... Discriminator Loss: 1.3120... Generator Loss: 0.8178 Epoch 1/1... Discriminator Loss: 1.3127... Generator Loss: 0.9076 Epoch 1/1... Discriminator Loss: 1.3593... Generator Loss: 0.7390 Epoch 1/1... Discriminator Loss: 1.3795... Generator Loss: 0.8540 Epoch 1/1... Discriminator Loss: 1.4476... Generator Loss: 0.7532 Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.8907 Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.8101 Epoch 1/1... Discriminator Loss: 1.2653... Generator Loss: 0.9503 Epoch 1/1... Discriminator Loss: 1.2748... Generator Loss: 0.8034 Epoch 1/1... Discriminator Loss: 1.2830... 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Epoch 1/1... Discriminator Loss: 1.3681... Generator Loss: 0.7482 Epoch 1/1... Discriminator Loss: 1.3533... Generator Loss: 0.9085 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.7439 Epoch 1/1... Discriminator Loss: 1.2304... Generator Loss: 0.9260 Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 0.6981 Epoch 1/1... Discriminator Loss: 1.2652... Generator Loss: 0.9638 Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.6296 Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.9239 Epoch 1/1... Discriminator Loss: 1.4652... Generator Loss: 0.6073 Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 1.2361 Epoch 1/1... Discriminator Loss: 1.5081... Generator Loss: 0.4863 Epoch 1/1... Discriminator Loss: 1.5274... Generator Loss: 1.4127 Epoch 1/1... Discriminator Loss: 1.5414... Generator Loss: 0.4778 Epoch 1/1... Discriminator Loss: 1.4165... Generator Loss: 1.2852 Epoch 1/1... Discriminator Loss: 1.3326... Generator Loss: 0.6905 Epoch 1/1... Discriminator Loss: 1.3275... Generator Loss: 1.0306 Epoch 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.6693 Epoch 1/1... Discriminator Loss: 1.2774... Generator Loss: 1.2214 Epoch 1/1... Discriminator Loss: 1.3698... Generator Loss: 0.5949 Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.9295 Epoch 1/1... Discriminator Loss: 1.3836... Generator Loss: 0.7287 Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.8148 Epoch 1/1... Discriminator Loss: 1.3796... Generator Loss: 0.7464 Epoch 1/1... Discriminator Loss: 1.4146... Generator Loss: 0.7610 Epoch 1/1... Discriminator Loss: 1.3606... Generator Loss: 0.8249 Epoch 1/1... Discriminator Loss: 1.3945... Generator Loss: 0.7566 Epoch 1/1... Discriminator Loss: 1.3460... Generator Loss: 0.8950 Epoch 1/1... Discriminator Loss: 1.3684... Generator Loss: 0.7147 Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.8873 Epoch 1/1... Discriminator Loss: 1.4332... 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Generator Loss: 0.9219 Epoch 1/1... Discriminator Loss: 1.2399... Generator Loss: 0.8575 Epoch 1/1... Discriminator Loss: 1.2518... Generator Loss: 0.8955 Epoch 1/1... Discriminator Loss: 1.2956... Generator Loss: 0.8406 Epoch 1/1... Discriminator Loss: 1.3645... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.4078... Generator Loss: 0.7405 Epoch 1/1... Discriminator Loss: 1.3859... Generator Loss: 0.8993 Epoch 1/1... Discriminator Loss: 1.4420... Generator Loss: 0.6354 Epoch 1/1... Discriminator Loss: 1.4344... Generator Loss: 0.9661 Epoch 1/1... Discriminator Loss: 1.5312... Generator Loss: 0.5505 Epoch 1/1... Discriminator Loss: 1.5813... Generator Loss: 1.1783 Epoch 1/1... Discriminator Loss: 1.5215... Generator Loss: 0.4695 Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 1.3373 Epoch 1/1... Discriminator Loss: 1.3567... Generator Loss: 0.6394 Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.9128 Epoch 1/1... Discriminator Loss: 1.4153... 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Epoch 1/1... Discriminator Loss: 1.3933... Generator Loss: 0.7002 Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.9378 Epoch 1/1... Discriminator Loss: 1.3227... Generator Loss: 0.7919 Epoch 1/1... Discriminator Loss: 1.4603... Generator Loss: 0.7008 Epoch 1/1... Discriminator Loss: 1.4506... Generator Loss: 0.7483 Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.7767 Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.8957 Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.6532 Epoch 1/1... Discriminator Loss: 1.4047... Generator Loss: 1.0333 Epoch 1/1... Discriminator Loss: 1.4743... Generator Loss: 0.6210 Epoch 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.9896 Epoch 1/1... Discriminator Loss: 1.3008... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 1.3084... Generator Loss: 0.8922 Epoch 1/1... Discriminator Loss: 1.4268... Generator Loss: 0.7338 Epoch 1/1... Discriminator Loss: 1.5240... Generator Loss: 0.8570 Epoch 1/1... Discriminator Loss: 1.4492... Generator Loss: 0.6626 Epoch 1/1... Discriminator Loss: 1.3260... Generator Loss: 1.1339 Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.6471 Epoch 1/1... Discriminator Loss: 1.2957... Generator Loss: 0.9841 Epoch 1/1... Discriminator Loss: 1.2871... Generator Loss: 0.7283 Epoch 1/1... Discriminator Loss: 1.3026... Generator Loss: 0.8970 Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.7313 Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 1.0135 Epoch 1/1... Discriminator Loss: 1.4224... Generator Loss: 0.6345 Epoch 1/1... Discriminator Loss: 1.3784... Generator Loss: 1.0836 Epoch 1/1... Discriminator Loss: 1.3396... Generator Loss: 0.6962 Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 1.0104 Epoch 1/1... Discriminator Loss: 1.2815... Generator Loss: 0.7649 Epoch 1/1... Discriminator Loss: 1.3354... Generator Loss: 0.9075 Epoch 1/1... Discriminator Loss: 1.3908... 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Generator Loss: 0.4536 Epoch 1/1... Discriminator Loss: 1.5519... Generator Loss: 1.6321 Epoch 1/1... Discriminator Loss: 1.4250... Generator Loss: 0.5363 Epoch 1/1... Discriminator Loss: 1.3577... Generator Loss: 1.0675 Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.7978 Epoch 1/1... Discriminator Loss: 1.2933... Generator Loss: 0.7997 Epoch 1/1... Discriminator Loss: 1.3322... Generator Loss: 0.8102 Epoch 1/1... Discriminator Loss: 1.4448... Generator Loss: 0.8926 Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.7071 Epoch 1/1... Discriminator Loss: 1.2672... Generator Loss: 1.0538 Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.6620 Epoch 1/1... Discriminator Loss: 1.3750... Generator Loss: 1.3192 Epoch 1/1... Discriminator Loss: 1.5757... Generator Loss: 0.4328 Epoch 1/1... Discriminator Loss: 1.5227... Generator Loss: 1.3381 Epoch 1/1... Discriminator Loss: 1.5456... Generator Loss: 0.4468 Epoch 1/1... Discriminator Loss: 1.4195... Generator Loss: 0.9037 Epoch 1/1... Discriminator Loss: 1.4184... Generator Loss: 0.7726 Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.8021 Epoch 1/1... Discriminator Loss: 1.3682... Generator Loss: 0.7515 Epoch 1/1... Discriminator Loss: 1.4064... Generator Loss: 0.7648 Epoch 1/1... Discriminator Loss: 1.3902... Generator Loss: 0.8383 Epoch 1/1... Discriminator Loss: 1.3872... Generator Loss: 0.7487 Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.8294 Epoch 1/1... Discriminator Loss: 1.3492... Generator Loss: 0.8366 Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.8083 Epoch 1/1... Discriminator Loss: 1.3390... Generator Loss: 0.8173 Epoch 1/1... Discriminator Loss: 1.3208... Generator Loss: 0.9212 Epoch 1/1... Discriminator Loss: 1.3455... Generator Loss: 0.7488 Epoch 1/1... Discriminator Loss: 1.3232... Generator Loss: 0.9002 Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 0.7186 Epoch 1/1... Discriminator Loss: 1.4030... Generator Loss: 0.8531 Epoch 1/1... Discriminator Loss: 1.4291... Generator Loss: 0.6991 Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.9199 Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.8070 Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 0.7382 Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 0.8406 Epoch 1/1... Discriminator Loss: 1.3187... Generator Loss: 0.8105 Epoch 1/1... Discriminator Loss: 1.3540... Generator Loss: 0.8175 Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 0.7775 Epoch 1/1... Discriminator Loss: 1.4067... Generator Loss: 0.8843 Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.6493 Epoch 1/1... Discriminator Loss: 1.3375... Generator Loss: 1.0743 Epoch 1/1... Discriminator Loss: 1.5351... Generator Loss: 0.4851 Epoch 1/1... Discriminator Loss: 1.5813... Generator Loss: 1.3603 Epoch 1/1... Discriminator Loss: 1.6184... Generator Loss: 0.4263 Epoch 1/1... Discriminator Loss: 1.5875... 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Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 0.8028 Epoch 1/1... Discriminator Loss: 1.3316... Generator Loss: 0.7967 Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 0.8695 Epoch 1/1... Discriminator Loss: 1.3710... Generator Loss: 0.7498 Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.8819 Epoch 1/1... Discriminator Loss: 1.4095... Generator Loss: 0.7037 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.8741 Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.8438 Epoch 1/1... Discriminator Loss: 1.3669... Generator Loss: 0.7342 Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 0.8732 Epoch 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.7090 Epoch 1/1... Discriminator Loss: 1.2488... Generator Loss: 0.9818 Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.8019 Epoch 1/1... Discriminator Loss: 1.3994... Generator Loss: 0.8377 Epoch 1/1... Discriminator Loss: 1.3888... 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Generator Loss: 0.6257 Epoch 1/1... Discriminator Loss: 1.5100... Generator Loss: 0.8155 Epoch 1/1... Discriminator Loss: 1.3832... Generator Loss: 0.7693 Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.7777 Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.8935 Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.9728 Epoch 1/1... Discriminator Loss: 1.3309... Generator Loss: 0.7075 Epoch 1/1... Discriminator Loss: 1.3822... Generator Loss: 1.0951 Epoch 1/1... Discriminator Loss: 1.4750... Generator Loss: 0.5591 Epoch 1/1... Discriminator Loss: 1.4842... Generator Loss: 1.1995 Epoch 1/1... Discriminator Loss: 1.4351... Generator Loss: 0.5805 Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.9426 Epoch 1/1... Discriminator Loss: 1.3304... Generator Loss: 0.7048 Epoch 1/1... Discriminator Loss: 1.3089... Generator Loss: 0.9314 Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.8178 Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.7906 Epoch 1/1... Discriminator Loss: 1.2410... Generator Loss: 0.9697 Epoch 1/1... Discriminator Loss: 1.2420... Generator Loss: 0.7649 Epoch 1/1... Discriminator Loss: 1.3497... Generator Loss: 0.7319 Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.9245 Epoch 1/1... Discriminator Loss: 1.4635... Generator Loss: 0.6373 Epoch 1/1... Discriminator Loss: 1.4016... Generator Loss: 1.0337 Epoch 1/1... Discriminator Loss: 1.3697... Generator Loss: 0.6579 Epoch 1/1... Discriminator Loss: 1.3676... Generator Loss: 1.0007 Epoch 1/1... Discriminator Loss: 1.4555... Generator Loss: 0.6037 Epoch 1/1... Discriminator Loss: 1.4545... Generator Loss: 0.8816 Epoch 1/1... Discriminator Loss: 1.4281... Generator Loss: 0.6439 Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 1.1917 Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 0.6313 Epoch 1/1... Discriminator Loss: 1.2789... Generator Loss: 1.1001 Epoch 1/1... Discriminator Loss: 1.3792... 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Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 1.1567 Epoch 1/1... Discriminator Loss: 1.3866... Generator Loss: 0.6100 Epoch 1/1... Discriminator Loss: 1.3620... Generator Loss: 1.0282 Epoch 1/1... Discriminator Loss: 1.3696... Generator Loss: 0.6883 Epoch 1/1... Discriminator Loss: 1.3867... Generator Loss: 0.8643 Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.7980 Epoch 1/1... Discriminator Loss: 1.4076... Generator Loss: 0.7151 Epoch 1/1... Discriminator Loss: 1.3217... Generator Loss: 0.8988 Epoch 1/1... Discriminator Loss: 1.3012... Generator Loss: 0.8029 Epoch 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.7930 Epoch 1/1... Discriminator Loss: 1.3282... Generator Loss: 0.8124 Epoch 1/1... Discriminator Loss: 1.3121... Generator Loss: 1.0214 Epoch 1/1... Discriminator Loss: 1.3073... Generator Loss: 0.6991 Epoch 1/1... Discriminator Loss: 1.2820... Generator Loss: 1.0383 Epoch 1/1... Discriminator Loss: 1.3309... 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Generator Loss: 0.7774 Epoch 1/1... Discriminator Loss: 1.3722... Generator Loss: 0.6999 Epoch 1/1... Discriminator Loss: 1.3923... Generator Loss: 0.7429 Epoch 1/1... Discriminator Loss: 1.3854... Generator Loss: 1.0064 Epoch 1/1... Discriminator Loss: 1.3688... Generator Loss: 0.6364 Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 1.0143 Epoch 1/1... Discriminator Loss: 1.4078... Generator Loss: 0.6365 Epoch 1/1... Discriminator Loss: 1.3430... Generator Loss: 0.9832 Epoch 1/1... Discriminator Loss: 1.3885... Generator Loss: 0.6471 Epoch 1/1... Discriminator Loss: 1.3656... Generator Loss: 0.8875 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.8612 Epoch 1/1... Discriminator Loss: 1.3485... Generator Loss: 0.8140 Epoch 1/1... Discriminator Loss: 1.3428... Generator Loss: 0.7943 Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.8658 Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.7126 Epoch 1/1... Discriminator Loss: 1.3339... 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Epoch 1/1... Discriminator Loss: 1.3544... Generator Loss: 0.6887 Epoch 1/1... Discriminator Loss: 1.3119... Generator Loss: 1.0393 Epoch 1/1... Discriminator Loss: 1.4261... Generator Loss: 0.5793 Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 1.3182 Epoch 1/1... Discriminator Loss: 1.4430... Generator Loss: 0.5421 Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.9874 Epoch 1/1... Discriminator Loss: 1.3605... Generator Loss: 0.7166 Epoch 1/1... Discriminator Loss: 1.3982... Generator Loss: 0.7570 Epoch 1/1... Discriminator Loss: 1.3618... Generator Loss: 0.8904 Epoch 1/1... Discriminator Loss: 1.3495... Generator Loss: 0.7023 Epoch 1/1... Discriminator Loss: 1.3537... Generator Loss: 0.9397 Epoch 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.6728 Epoch 1/1... Discriminator Loss: 1.3298... Generator Loss: 0.9384 Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.6060 Epoch 1/1... Discriminator Loss: 1.4127... Generator Loss: 1.1296 Epoch 1/1... Discriminator Loss: 1.5434... Generator Loss: 0.4692 Epoch 1/1... Discriminator Loss: 1.5368... Generator Loss: 1.2641 Epoch 1/1... Discriminator Loss: 1.4575... Generator Loss: 0.5566 Epoch 1/1... Discriminator Loss: 1.3743... Generator Loss: 1.0721 Epoch 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.6735 Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.8867 Epoch 1/1... Discriminator Loss: 1.3444... Generator Loss: 0.7603 Epoch 1/1... Discriminator Loss: 1.2845... Generator Loss: 0.8902 Epoch 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.7202 Epoch 1/1... Discriminator Loss: 1.2677... Generator Loss: 0.9963 Epoch 1/1... Discriminator Loss: 1.3858... Generator Loss: 0.6302 Epoch 1/1... Discriminator Loss: 1.3861... Generator Loss: 1.2011 Epoch 1/1... Discriminator Loss: 1.4947... Generator Loss: 0.5098 Epoch 1/1... Discriminator Loss: 1.3608... Generator Loss: 0.9194 Epoch 1/1... Discriminator Loss: 1.3225... Generator Loss: 0.8000 Epoch 1/1... Discriminator Loss: 1.3248... Generator Loss: 0.8454 Epoch 1/1... Discriminator Loss: 1.3724... Generator Loss: 0.7452 Epoch 1/1... Discriminator Loss: 1.4142... Generator Loss: 0.8362 Epoch 1/1... Discriminator Loss: 1.3980... Generator Loss: 0.6966 Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 0.8819 Epoch 1/1... Discriminator Loss: 1.3074... Generator Loss: 0.8255 Epoch 1/1... Discriminator Loss: 1.2929... Generator Loss: 0.8220 Epoch 1/1... Discriminator Loss: 1.3566... Generator Loss: 0.8125 Epoch 1/1... Discriminator Loss: 1.4147... Generator Loss: 0.7474 Epoch 1/1... Discriminator Loss: 1.4041... Generator Loss: 0.8230 Epoch 1/1... Discriminator Loss: 1.4210... Generator Loss: 0.7384 Epoch 1/1... Discriminator Loss: 1.3128... Generator Loss: 0.8435 Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.7165 Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 0.9905 Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.6902 Epoch 1/1... Discriminator Loss: 1.2664... Generator Loss: 1.1319 Epoch 1/1... Discriminator Loss: 1.2989... Generator Loss: 0.6789 Epoch 1/1... Discriminator Loss: 1.2947... Generator Loss: 0.9828 Epoch 1/1... Discriminator Loss: 1.4052... Generator Loss: 0.6401 Epoch 1/1... Discriminator Loss: 1.4225... Generator Loss: 0.9199 Epoch 1/1... Discriminator Loss: 1.4639... Generator Loss: 0.6255 Epoch 1/1... Discriminator Loss: 1.4395... Generator Loss: 0.7884 Epoch 1/1... Discriminator Loss: 1.4405... Generator Loss: 0.7128 Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.9274 Epoch 1/1... Discriminator Loss: 1.3348... Generator Loss: 0.7412 Epoch 1/1... Discriminator Loss: 1.2688... Generator Loss: 1.0032 Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.7228 Epoch 1/1... Discriminator Loss: 1.2858... Generator Loss: 1.0113 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.5971 Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 1.1738 Epoch 1/1... Discriminator Loss: 1.4240... Generator Loss: 0.5336 Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 1.0897 Epoch 1/1... Discriminator Loss: 1.2991... Generator Loss: 0.7563 Epoch 1/1... Discriminator Loss: 1.4141... Generator Loss: 0.6529 Epoch 1/1... Discriminator Loss: 1.4920... Generator Loss: 0.9574 Epoch 1/1... Discriminator Loss: 1.5592... Generator Loss: 0.4764 Epoch 1/1... Discriminator Loss: 1.4461... Generator Loss: 1.1755 Epoch 1/1... Discriminator Loss: 1.4592... Generator Loss: 0.5552 Epoch 1/1... Discriminator Loss: 1.3839... Generator Loss: 1.0866 Epoch 1/1... Discriminator Loss: 1.3412... Generator Loss: 0.6933 Epoch 1/1... Discriminator Loss: 1.2633... Generator Loss: 1.1212 Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.6397 Epoch 1/1... Discriminator Loss: 1.2642... Generator Loss: 0.9177 Epoch 1/1... Discriminator Loss: 1.3801... Generator Loss: 0.7881 Epoch 1/1... Discriminator Loss: 1.3229... Generator Loss: 0.8199 Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 0.8732 Epoch 1/1... Discriminator Loss: 1.3599... Generator Loss: 0.6959 Epoch 1/1... Discriminator Loss: 1.3481... Generator Loss: 1.0320 Epoch 1/1... Discriminator Loss: 1.3752... Generator Loss: 0.5976 Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 1.2684 Epoch 1/1... Discriminator Loss: 1.3523... Generator Loss: 0.6018 Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 1.1498 Epoch 1/1... Discriminator Loss: 1.4369... Generator Loss: 0.5371 Epoch 1/1... Discriminator Loss: 1.5223... Generator Loss: 1.2025 Epoch 1/1... Discriminator Loss: 1.5463... Generator Loss: 0.4503 Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 1.2170 Epoch 1/1... Discriminator Loss: 1.4268... Generator Loss: 0.5661 Epoch 1/1... Discriminator Loss: 1.3026... Generator Loss: 1.0781 Epoch 1/1... Discriminator Loss: 1.3340... Generator Loss: 0.7740 Epoch 1/1... Discriminator Loss: 1.3580... Generator Loss: 0.7998 Epoch 1/1... Discriminator Loss: 1.3477... Generator Loss: 0.8405 Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 0.7407 Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.9029 Epoch 1/1... Discriminator Loss: 1.3220... Generator Loss: 0.7124 Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.9424 Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.6998 Epoch 1/1... Discriminator Loss: 1.3568... Generator Loss: 0.9702 Epoch 1/1... Discriminator Loss: 1.3556... Generator Loss: 0.7049 Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.8746 Epoch 1/1... Discriminator Loss: 1.3319... Generator Loss: 0.7008
Epoch 1/1... Discriminator Loss: 1.4156... Generator Loss: 0.8901 Epoch 1/1... Discriminator Loss: 1.4727... Generator Loss: 0.5947 Epoch 1/1... Discriminator Loss: 1.4217... Generator Loss: 1.0029 Epoch 1/1... Discriminator Loss: 1.3601... Generator Loss: 0.6309 Epoch 1/1... Discriminator Loss: 1.3165... Generator Loss: 1.1123 Epoch 1/1... Discriminator Loss: 1.4034... Generator Loss: 0.5943 Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 1.0114 Epoch 1/1... Discriminator Loss: 1.4260... Generator Loss: 0.6245 Epoch 1/1... Discriminator Loss: 1.3337... Generator Loss: 1.0709 Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.7686 Epoch 1/1... Discriminator Loss: 1.2865... Generator Loss: 0.9165 Epoch 1/1... Discriminator Loss: 1.3837... Generator Loss: 0.8143 Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 0.6974 Epoch 1/1... Discriminator Loss: 1.3442... Generator Loss: 0.9568 Epoch 1/1... Discriminator Loss: 1.3249... Generator Loss: 0.7473 Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.8142 Epoch 1/1... Discriminator Loss: 1.3543... Generator Loss: 0.8621 Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.8094 Epoch 1/1... Discriminator Loss: 1.3133... Generator Loss: 0.8627 Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.8066 Epoch 1/1... Discriminator Loss: 1.3526... Generator Loss: 0.7558 Epoch 1/1... Discriminator Loss: 1.3369... Generator Loss: 0.9529 Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.7507 Epoch 1/1... Discriminator Loss: 1.3774... Generator Loss: 0.8818 Epoch 1/1... Discriminator Loss: 1.4585... Generator Loss: 0.5854 Epoch 1/1... Discriminator Loss: 1.3741... Generator Loss: 1.0149 Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.5998 Epoch 1/1... Discriminator Loss: 1.3275... Generator Loss: 0.9828 Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 0.6986 Epoch 1/1... Discriminator Loss: 1.3724... Generator Loss: 0.8781 Epoch 1/1... Discriminator Loss: 1.3397... Generator Loss: 0.7724 Epoch 1/1... Discriminator Loss: 1.3987... Generator Loss: 0.7612 Epoch 1/1... Discriminator Loss: 1.3498... Generator Loss: 0.8992 Epoch 1/1... Discriminator Loss: 1.4087... Generator Loss: 0.6098 Epoch 1/1... Discriminator Loss: 1.3468... Generator Loss: 1.1560 Epoch 1/1... Discriminator Loss: 1.4136... Generator Loss: 0.6049 Epoch 1/1... Discriminator Loss: 1.3855... Generator Loss: 1.0256 Epoch 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.7408 Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.8974 Epoch 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.6479 Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.8901 Epoch 1/1... Discriminator Loss: 1.3258... Generator Loss: 0.8178 Epoch 1/1... Discriminator Loss: 1.3407... Generator Loss: 0.7849 Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.8515 Epoch 1/1... Discriminator Loss: 1.4131... Generator Loss: 0.6662 Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 1.1952 Epoch 1/1... Discriminator Loss: 1.4283... Generator Loss: 0.5758 Epoch 1/1... Discriminator Loss: 1.3267... Generator Loss: 1.1330 Epoch 1/1... Discriminator Loss: 1.3498... Generator Loss: 0.6583 Epoch 1/1... Discriminator Loss: 1.2165... Generator Loss: 0.9415 Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 0.7798 Epoch 1/1... Discriminator Loss: 1.3622... Generator Loss: 0.7269 Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 0.8600 Epoch 1/1... Discriminator Loss: 1.3396... Generator Loss: 0.7691 Epoch 1/1... Discriminator Loss: 1.3201... Generator Loss: 0.8704 Epoch 1/1... Discriminator Loss: 1.3248... Generator Loss: 0.7671 Epoch 1/1... Discriminator Loss: 1.3843... Generator Loss: 0.6830 Epoch 1/1... Discriminator Loss: 1.4466... Generator Loss: 0.9257 Epoch 1/1... Discriminator Loss: 1.5227... Generator Loss: 0.5056 Epoch 1/1... Discriminator Loss: 1.3815... Generator Loss: 1.2988 Epoch 1/1... Discriminator Loss: 1.5452... Generator Loss: 0.4717 Epoch 1/1... Discriminator Loss: 1.4688... Generator Loss: 1.3039 Epoch 1/1... Discriminator Loss: 1.3751... Generator Loss: 0.6011 Epoch 1/1... Discriminator Loss: 1.2691... Generator Loss: 1.1216 Epoch 1/1... Discriminator Loss: 1.3783... Generator Loss: 0.5910 Epoch 1/1... Discriminator Loss: 1.3434... Generator Loss: 1.0622 Epoch 1/1... Discriminator Loss: 1.3693... Generator Loss: 0.6830 Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 0.8950 Epoch 1/1... Discriminator Loss: 1.3625... Generator Loss: 0.6187 Epoch 1/1... Discriminator Loss: 1.3592... Generator Loss: 1.1005 Epoch 1/1... Discriminator Loss: 1.3833... Generator Loss: 0.6266 Epoch 1/1... Discriminator Loss: 1.3193... Generator Loss: 1.0417 Epoch 1/1... Discriminator Loss: 1.3081... Generator Loss: 0.7486 Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.8489 Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.7802 Epoch 1/1... Discriminator Loss: 1.3274... Generator Loss: 0.8437 Epoch 1/1... Discriminator Loss: 1.3087... Generator Loss: 0.7723 Epoch 1/1... Discriminator Loss: 1.3181... Generator Loss: 0.7951 Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.8691 Epoch 1/1... Discriminator Loss: 1.4073... Generator Loss: 0.6348 Epoch 1/1... Discriminator Loss: 1.4183... Generator Loss: 1.0117 Epoch 1/1... Discriminator Loss: 1.3357... Generator Loss: 0.6955
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.